From 09b0c3b71dfbe26e4cbadc43c6e58174ab29a5d7 Mon Sep 17 00:00:00 2001
From: "bill.Dret" <dendro12@live.com>
Date: Wed, 25 Jan 2017 13:15:47 +0200
Subject: [PATCH] K-medoids

---
 List.cpp                                      |  224 +
 List.h                                        |   36 +
 Makefile                                      |   70 +
 Node.cpp                                      |   77 +
 Node.h                                        |   23 +
 ReadMe.pdf                                    |  Bin 0 -> 88763 bytes
 .../Ex2_Datasets/DataEuclidean_5_1000x100.csv |  957 ++
 .../Ex2_Datasets/DataEuclidean_5_500x100.csv  |  458 +
 .../Ex2_Datasets/DataEuclidean_5_500x500.csv  |  454 +
 .../Ex2_Datasets/DataHamming_5_10000x64.csv   | 9966 +++++++++++++++++
 .../Ex2_Datasets/DataHamming_5_1000x64.csv    |  954 ++
 Sample Datasets (ergasia 2)/config            |    4 +
 .../outputEuclidean10_500x100.txt             |   40 +
 .../outputHamming10_1000x64.txt               |   40 +
 centroid.cpp                                  |   74 +
 centroid.h                                    |   35 +
 clusterNode.cpp                               |  106 +
 clusterNode.h                                 |   36 +
 dataTypes.h                                   |  116 +
 distancesCalculations.cpp                     |  194 +
 distancesCalculations.h                       |   35 +
 euclideanNode.cpp                             |   38 +
 euclideanNode.h                               |   22 +
 generalFunctions.cpp                          |  206 +
 generalFunctions.h                            |   34 +
 hashFunction.cpp                              |  217 +
 hashFunction.h                                |   99 +
 hashFunction.h~                               |   97 +
 hashFunctionCosine.cpp                        |   31 +
 hashFunctionCosine.h                          |   19 +
 hashFunctionEuclidean.cpp                     |   32 +
 hashFunctionEuclidean.h                       |   22 +
 hashFunctionMatrix.cpp                        |   49 +
 hashFunctionMatrix.h                          |   25 +
 hashtable.cpp                                 |  109 +
 hashtable.h                                   |   37 +
 initialization.cpp                            |  264 +
 initialization.h                              |   25 +
 kMedoids.cpp                                  | 1032 ++
 kMedoids.h                                    |  121 +
 lsh.cpp                                       |  427 +
 lsh.h                                         |   41 +
 main.cpp                                      |  250 +
 papers/2.cluster.pdf                          |  Bin 0 -> 1068067 bytes
 papers/ParkJun09-kmedoids(1).pdf              |  Bin 0 -> 420473 bytes
 papers/ergasia2_2016.pdf                      |  Bin 0 -> 102910 bytes
 psedoRandomNumbers.cpp                        |   33 +
 psedoRandomNumbers.h                          |    8 +
 readFile.cpp                                  |  302 +
 readFile.h                                    |   18 +
 50 files changed, 17457 insertions(+)
 create mode 100644 List.cpp
 create mode 100644 List.h
 create mode 100644 Makefile
 create mode 100644 Node.cpp
 create mode 100644 Node.h
 create mode 100644 ReadMe.pdf
 create mode 100644 Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_1000x100.csv
 create mode 100644 Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_500x100.csv
 create mode 100644 Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_500x500.csv
 create mode 100644 Sample Datasets (ergasia 2)/Ex2_Datasets/DataHamming_5_10000x64.csv
 create mode 100644 Sample Datasets (ergasia 2)/Ex2_Datasets/DataHamming_5_1000x64.csv
 create mode 100644 Sample Datasets (ergasia 2)/config
 create mode 100644 Sample Datasets (ergasia 2)/outputEuclidean10_500x100.txt
 create mode 100644 Sample Datasets (ergasia 2)/outputHamming10_1000x64.txt
 create mode 100644 centroid.cpp
 create mode 100644 centroid.h
 create mode 100644 clusterNode.cpp
 create mode 100644 clusterNode.h
 create mode 100644 dataTypes.h
 create mode 100644 distancesCalculations.cpp
 create mode 100644 distancesCalculations.h
 create mode 100644 euclideanNode.cpp
 create mode 100644 euclideanNode.h
 create mode 100644 generalFunctions.cpp
 create mode 100644 generalFunctions.h
 create mode 100644 hashFunction.cpp
 create mode 100644 hashFunction.h
 create mode 100644 hashFunction.h~
 create mode 100644 hashFunctionCosine.cpp
 create mode 100644 hashFunctionCosine.h
 create mode 100644 hashFunctionEuclidean.cpp
 create mode 100644 hashFunctionEuclidean.h
 create mode 100644 hashFunctionMatrix.cpp
 create mode 100644 hashFunctionMatrix.h
 create mode 100644 hashtable.cpp
 create mode 100644 hashtable.h
 create mode 100644 initialization.cpp
 create mode 100644 initialization.h
 create mode 100644 kMedoids.cpp
 create mode 100644 kMedoids.h
 create mode 100644 lsh.cpp
 create mode 100644 lsh.h
 create mode 100644 main.cpp
 create mode 100644 papers/2.cluster.pdf
 create mode 100644 papers/ParkJun09-kmedoids(1).pdf
 create mode 100644 papers/ergasia2_2016.pdf
 create mode 100644 psedoRandomNumbers.cpp
 create mode 100644 psedoRandomNumbers.h
 create mode 100644 readFile.cpp
 create mode 100644 readFile.h

diff --git a/List.cpp b/List.cpp
new file mode 100644
index 0000000..f7b994f
--- /dev/null
+++ b/List.cpp
@@ -0,0 +1,224 @@
+#include <iostream>
+#include <cstdlib>
+#include "List.h"
+#include "Node.h"
+
+//dn xreiazontai an kanw include to .cpp file
+#include "dataTypes.h"
+#include "euclideanNode.h"
+#include "clusterNode.h"
+#include "kMedoids.h"
+
+using namespace std;
+
+template <class T>
+List<T>::List()
+{
+    listSize = 0;
+    start = NULL;
+    last = NULL;
+}
+
+template <class T>
+List<T>::~List()
+{
+    Node<T>* tmp = start;
+    Node<T>* del;
+
+    while(tmp != NULL)//diagrafoume enan enan tous komvous
+    {
+        del = tmp;
+        tmp = tmp->get_next();
+        listSize--;
+        delete del;
+    }
+}
+
+template <class T>
+bool List<T>::checkEmpty()
+{
+	return(listSize == 0);
+}
+
+template <class T>
+int List<T>::getSize()
+{
+    return listSize;
+}
+
+template <class T>
+Node<T>* List<T>::get_begin()
+{
+    return start;
+}
+
+template <class T>
+Node<T>* List<T>::get_last()
+{
+    return last;
+}
+
+template <class T>
+Node<T>* List<T>::insertBeginning(T item) //epistrefei to node pou dhmiourghthike
+{
+	Node<T>* node = new Node<T>(item);
+
+	if(checkEmpty()) //an einai to monadiko stoixeio prepei na allaksw ton deikti start kai last
+	{
+	    start = node;
+	    last = node;
+	    listSize++;
+		return node;
+	}
+	//alliws eisodos stin arxi
+    node->set_next(start);
+    start->set_prev(node);
+
+    start = node;
+    listSize++;
+
+    return node;
+}
+
+template <class T>
+Node<T>* List<T>::insertEnd(T item)
+{
+	Node<T>* node = new Node<T>(item);
+
+	if(checkEmpty()) //an einai to monadiko stoixeio prepei na allaksw ton deikti start kai last
+	{
+	    start = node;
+	    last = node;
+	    listSize++;
+		return node;
+	}
+	//alliws eisodos sto telos ths listas
+    last->set_next(node);
+    node->set_next(NULL);
+    node->set_prev(last);
+
+    last = node;
+    listSize++;
+    return node;
+}
+
+template <class T>
+T List<T>::deleteFirstNode()
+{
+    Node<T>* tmp;
+    T tmpAccount;
+    if(checkEmpty())
+    {
+        return 0;
+    }
+
+    tmp = start;
+    start = start->get_next();
+
+    if(listSize == 1) last = NULL; //arxi kai telos deixnoun sto idio, epomenos i lista exei mono ena stoixeio
+    else start->set_prev(NULL);
+
+    tmpAccount = tmp->get_data();
+    delete tmp;
+    listSize--;
+    return tmpAccount;
+}
+
+template <class T>
+T List<T>::deleteLastNode()
+{
+    Node<T>* tmp;
+    T tmpAccount;
+    if(checkEmpty())
+    {
+        return 0;
+    }
+
+    if(listSize == 1) //an exei mono ena stoixeio tote prepei na allaksei kai o deiktis start
+    {
+        tmpAccount = start->get_data();
+        delete start;
+        start = NULL;
+        last = NULL;
+        listSize--;
+        return tmpAccount;
+    }
+
+    tmpAccount = last->get_data();
+    tmp = last;
+    last = last->get_prev();
+    last->set_next(NULL);
+
+    delete tmp;
+    listSize--;
+    return tmpAccount;
+}
+
+template <class T>
+T List<T>::deleteNode(Node<T>* node) //diagrafei tou sigekrimenou node
+{
+    Node<T>* tmp;
+    T data;
+
+    if(checkEmpty() == true)
+    {
+        return 0;
+    }
+
+    if(start == node) // an einai o prwtos 'h o monadikos komvos
+    {
+        return this->deleteFirstNode();
+    }
+
+    if(last == node) //an o teleutaios
+    {
+        return this->deleteLastNode();
+    }
+
+    //elenxos gia sfalma
+    if(node->get_next() == NULL || node->get_prev()== NULL) return 0; //afou dn einai to prwto 'h teleutaio stoixeio dn prepei na einai null oi deiktes
+
+    tmp = node->get_prev();
+    tmp->set_next(node->get_next());
+    node->get_next()->set_prev(tmp);
+
+    data = node->get_data();
+    listSize--;
+    delete node;
+    return data;
+}
+
+template <class T>
+T List<T>::getPoint(int pos) //epistrefei to tyxaio simeio
+{
+    int count = 0;
+
+    for(Node<T>* i = start; i != NULL; i = i->get_next())
+    {
+        if(count == pos)
+        {
+            return i->get_data();
+        }
+
+        count++;
+    }
+  }
+
+template class List<int>;
+template class List<double>;
+template class List<string>;
+
+template class List<Vector* >;
+template class List<Hamming* >;
+template class List<EuclideanNode* >;
+template class List<MatrixPoint* >;
+
+template class List<ClusterNode<Vector*>*>;
+template class List<ClusterNode<Hamming*>*>;
+template class List<ClusterNode<EuclideanNode*>*>;
+template class List<ClusterNode<MatrixPoint*>*>;
+
+template class List<LshAssingNode<Vector*>*>;
+template class List<LshAssingNode<Hamming*>*>;
+template class List<LshAssingNode<EuclideanNode*>*>;
+template class List<LshAssingNode<MatrixPoint*>*>;
diff --git a/List.h b/List.h
new file mode 100644
index 0000000..87a0948
--- /dev/null
+++ b/List.h
@@ -0,0 +1,36 @@
+#ifndef Included_List_H
+#define Included_List_H
+
+#include "Node.h"
+
+template <class T>
+class List
+{
+    private:
+        int listSize;
+        Node<T>* start;
+        Node<T>* last;
+
+    public:
+        List();
+        ~List();
+
+        bool checkEmpty();
+        int getSize();
+        Node<T>* get_begin();
+        Node<T>* get_last();
+
+        T getPoint(int pos);
+
+        Node<T>* insertEnd(T item);
+        Node<T>* insertBeginning(T item);
+        T deleteFirstNode();
+        T deleteLastNode();
+        T deleteNode(Node<T>* node);
+
+
+
+        void printList();
+};
+#endif
+
diff --git a/Makefile b/Makefile
new file mode 100644
index 0000000..0dc890d
--- /dev/null
+++ b/Makefile
@@ -0,0 +1,70 @@
+# In  order  to  execute  this  "Makefile " just  type  "make "
+OBJS     = main.o euclideanNode.o hashFunction.o List.o Node.o hashFunctionCosine.o hashFunctionEuclidean.o hashFunctionMatrix.o hashtable.o lsh.o psedoRandomNumbers.o readFile.o distancesCalculations.o centroid.o clusterNode.o generalFunctions.o initialization.o kMedoids.o
+SOURCE   = main.cpp euclideanNode.cpp hashFunction.cpp List.cpp Node.cpp hashFunctionCosine.cpp hashFunctionEuclidean.cpp hashFunctionMatrix.cpp hashtable.cpp lsh.cpp psedoRandomNumbers.cpp readFile.cpp distancesCalculations.cpp centroid.cpp clusterNode.cpp generalFunctions.cpp initialization.cpp kMedoids.cpp
+HEADER   = dataTypes.h euclideanNode.h hashFunction.h List.h Node.h hashFunctionCosine.h hashFunctionEuclidean.h hashFunctionMatrix.h hashtable.h lsh.h psedoRandomNumbers.h readFile.h distancesCalculations.h centroid.h clusterNode.h generalFunctions.h initialization.h kMedoids.h 
+OUT      = medoids
+CC       = g++
+FLAGS    = -g -c
+# -g  option  enables  debugging  mode
+# -c flag  generates  object  code  for  separate  files
+all: $(OBJS)
+	$(CC) -g $(OBJS) -o $(OUT)
+#  create/ compile  the  individual  files  >> separately <<
+
+main.o: main.cpp $(HEADER)
+	$(CC) $(FLAGS) main.cpp
+
+euclideanNode.o: euclideanNode.cpp euclideanNode.h
+	$(CC) $(FLAGS) euclideanNode.cpp
+	   
+centroid.o: centroid.cpp centroid.h
+	$(CC) $(FLAGS) centroid.cpp
+	
+clusterNode.o: clusterNode.cpp clusterNode.h
+	$(CC) $(FLAGS) clusterNode.cpp
+	
+generalFunctions.o: generalFunctions.cpp generalFunctions.h
+	$(CC) $(FLAGS) generalFunctions.cpp
+	
+initialization.o: initialization.cpp initialization.h
+	$(CC) $(FLAGS) initialization.cpp
+
+kMedoids.o: kMedoids.cpp kMedoids.h
+	$(CC) $(FLAGS) kMedoids.cpp
+	
+distancesCalculations.o: distancesCalculations.cpp distancesCalculations.h
+	$(CC) $(FLAGS) distancesCalculations.cpp
+	
+hashFunction.o: hashFunction.cpp hashFunction.h
+	$(CC) $(FLAGS) hashFunction.cpp
+
+hashtable.o: hashtable.cpp hashtable.h
+	$(CC) $(FLAGS) hashtable.cpp
+
+List.o: List.cpp List.h
+	$(CC) $(FLAGS) List.cpp
+
+Node.o: Node.cpp Node.h
+	$(CC) $(FLAGS) Node.cpp
+
+hashFunctionCosine.o: hashFunctionCosine.cpp hashFunctionCosine.h
+	$(CC) $(FLAGS) hashFunctionCosine.cpp
+	
+hashFunctionEuclidean.o: hashFunctionEuclidean.cpp hashFunctionEuclidean.h
+	$(CC) $(FLAGS) hashFunctionEuclidean.cpp
+	
+hashFunctionMatrix.o: hashFunctionMatrix.cpp hashFunctionMatrix.h
+	$(CC) $(FLAGS) hashFunctionMatrix.cpp
+	
+lsh.o: lsh.cpp lsh.h
+	$(CC) $(FLAGS) lsh.cpp
+
+psedoRandomNumbers.o: psedoRandomNumbers.cpp psedoRandomNumbers.h
+	$(CC) $(FLAGS) psedoRandomNumbers.cpp
+
+readFile.o: readFile.cpp readFile.h
+	$(CC) $(FLAGS) readFile.cpp
+
+#  clean  house
+clean :
+	rm -f $(OBJS) $(OUT)
diff --git a/Node.cpp b/Node.cpp
new file mode 100644
index 0000000..c101e14
--- /dev/null
+++ b/Node.cpp
@@ -0,0 +1,77 @@
+#include <cstdlib>
+#include "Node.h"
+
+//den xreiazontai an kanw include to .cpp file
+#include "dataTypes.h"
+#include "euclideanNode.h"
+#include "clusterNode.h"
+#include "kMedoids.h"
+
+template <class T>
+Node<T>::Node(T Data)
+{
+    data = Data;
+    next = NULL;
+    prev = NULL;
+}
+
+template <class T>
+Node<T>::~Node()
+{
+
+}
+
+template <class T>
+Node<T>* Node<T>::get_next()
+{
+    return next;
+}
+template <class T>
+Node<T>* Node<T>::get_prev()
+{
+    return prev;
+}
+template <class T>
+T Node<T>::get_data()
+{
+    return data;
+}
+
+template <class T>
+void Node<T>::set_next(Node<T>* next1)
+{
+    next = next1;
+}
+
+template <class T>
+void Node<T>::set_prev(Node<T>* prev1)
+{
+    prev = prev1;
+}
+
+template <class T>
+void Node<T>::set_data(T Data)
+{
+    data = Data;
+}
+
+template class Node<int>;
+template class Node<double>;
+template class Node<std::string>;
+
+template class Node<Vector* >;
+template class Node<Hamming* >;
+template class Node<EuclideanNode* >;
+template class Node<MatrixPoint* >;
+
+template class Node<ClusterNode<Vector*>*>;
+template class Node<ClusterNode<Hamming*>*>;
+template class Node<ClusterNode<EuclideanNode*>*>;
+template class Node<ClusterNode<MatrixPoint*>*>;
+
+template class Node<LshAssingNode<Vector*>*>;
+template class Node<LshAssingNode<Hamming*>*>;
+template class Node<LshAssingNode<EuclideanNode*>*>;
+template class Node<LshAssingNode<MatrixPoint*>*>;
+
+
diff --git a/Node.h b/Node.h
new file mode 100644
index 0000000..46d5d88
--- /dev/null
+++ b/Node.h
@@ -0,0 +1,23 @@
+#ifndef Included_Node_H
+#define Included_Node_H
+
+template <class T>
+class Node
+{
+    private:
+        Node<T>* next;
+        Node<T>* prev;
+        T data;
+    public:
+        Node(T Data);
+        ~Node();
+
+        Node<T>* get_next();
+        Node<T>* get_prev();
+        T get_data();
+
+        void set_next(Node<T>* next1);
+        void set_prev(Node<T>* prev1);
+        void set_data(T Data);
+};
+#endif
diff --git a/ReadMe.pdf b/ReadMe.pdf
new file mode 100644
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diff --git a/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_1000x100.csv b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_1000x100.csv
new file mode 100644
index 0000000..5db1061
--- /dev/null
+++ b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_1000x100.csv	
@@ -0,0 +1,957 @@
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diff --git a/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_500x100.csv b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_500x100.csv
new file mode 100644
index 0000000..089efbd
--- /dev/null
+++ b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_500x100.csv	
@@ -0,0 +1,458 @@
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diff --git a/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_500x500.csv b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_500x500.csv
new file mode 100644
index 0000000..b371d0d
--- /dev/null
+++ b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataEuclidean_5_500x500.csv	
@@ -0,0 +1,454 @@
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diff --git a/Sample Datasets (ergasia 2)/Ex2_Datasets/DataHamming_5_10000x64.csv b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataHamming_5_10000x64.csv
new file mode 100644
index 0000000..491b636
--- /dev/null
+++ b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataHamming_5_10000x64.csv	
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diff --git a/Sample Datasets (ergasia 2)/Ex2_Datasets/DataHamming_5_1000x64.csv b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataHamming_5_1000x64.csv
new file mode 100644
index 0000000..bd46ac6
--- /dev/null
+++ b/Sample Datasets (ergasia 2)/Ex2_Datasets/DataHamming_5_1000x64.csv	
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diff --git a/Sample Datasets (ergasia 2)/config b/Sample Datasets (ergasia 2)/config
new file mode 100644
index 0000000..d86778f
--- /dev/null
+++ b/Sample Datasets (ergasia 2)/config	
@@ -0,0 +1,4 @@
+number_of_clusters: 10
+number_of_hash_functions: 4
+number_of_hash_tables: 5
+clarans_iterations: 1
diff --git a/Sample Datasets (ergasia 2)/outputEuclidean10_500x100.txt b/Sample Datasets (ergasia 2)/outputEuclidean10_500x100.txt
new file mode 100644
index 0000000..6ab5207
--- /dev/null
+++ b/Sample Datasets (ergasia 2)/outputEuclidean10_500x100.txt	
@@ -0,0 +1,40 @@
+======== I1A1U1 ========
+clustering_time: 0.025490
+Silhouette per cluster: [0.891410,0.020118,1.000000,0.047322,0.900387,0.062240,0.220069,0.015425,0.057524,0.102810]
+Sum: 3.317306
+========================
+======== I1A1U2 ========
+clustering_time: 0.238006
+Silhouette per cluster: [0.256861,0.034657,0.894345,0.051471,0.031978,0.012573,0.029617,0.045867,0.083860,0.043703]
+Sum: 1.484932
+========================
+======== I1A2U1 ========
+clustering_time: 0.029336
+Silhouette per cluster: [0.018543,0.024571,0.900484,0.072458,0.087745,0.028660,0.126405,0.115264,0.259897,0.031215]
+Sum: 1.665242
+========================
+======== I1A2U2 ========
+clustering_time: 0.240885
+Silhouette per cluster: [0.033463,0.894279,0.068639,0.902805,0.034262,0.030445,0.346485,0.536936,1.000000,0.013314]
+Sum: 3.860629
+========================
+======== I2A1U1 ========
+clustering_time: 0.074890
+Silhouette per cluster: [0.890639,0.894413,0.005470,0.080995,0.061795,0.902772,0.900039,0.522336,0.009619,0.306086]
+Sum: 4.574163
+========================
+======== I2A1U2 ========
+clustering_time: 0.264136
+Silhouette per cluster: [0.533407,0.074926,0.401519,0.100478,0.098407,0.405981,0.409437,0.524430,0.056770,1.000000]
+Sum: 3.605355
+========================
+======== I2A2U1 ========
+clustering_time: 0.090163
+Silhouette per cluster: [0.890639,0.894413,0.005470,0.080995,0.061795,0.902772,0.900039,0.522336,0.009619,0.306086]
+Sum: 4.574163
+========================
+======== I2A2U2 ========
+clustering_time: 0.266749
+Silhouette per cluster: [0.533407,0.074926,0.401519,0.100478,0.098407,0.405981,0.409437,0.524430,0.056770,1.000000]
+Sum: 3.605355
+========================
diff --git a/Sample Datasets (ergasia 2)/outputHamming10_1000x64.txt b/Sample Datasets (ergasia 2)/outputHamming10_1000x64.txt
new file mode 100644
index 0000000..3c6b855
--- /dev/null
+++ b/Sample Datasets (ergasia 2)/outputHamming10_1000x64.txt	
@@ -0,0 +1,40 @@
+======== I1A1U1 ========
+clustering_time: 0.059085
+Silhouette per cluster: [0.897520,0.900687,0.899497,0.900243,0.904279,0.897142,0.901562,0.894496,0.900760,0.898470]
+Sum: 8.994655
+========================
+======== I1A1U2 ========
+clustering_time: 6.157579
+Silhouette per cluster: [0.898470,0.897142,0.894496,0.900760,0.904279,0.900243,0.900687,0.899497,0.901562,0.897520]
+Sum: 8.994655
+========================
+======== I1A2U1 ========
+clustering_time: 0.093428
+Silhouette per cluster: [0.898470,0.897142,0.900687,0.904279,0.894496,0.899497,0.900760,0.897520,0.901562,0.900243]
+Sum: 8.994655
+========================
+======== I1A2U2 ========
+clustering_time: 5.158096
+Silhouette per cluster: [0.900760,0.898470,0.899497,0.897142,0.901562,0.897520,0.894496,0.900243,0.900687,0.904279]
+Sum: 8.994655
+========================
+======== I2A1U1 ========
+clustering_time: 0.280591
+Silhouette per cluster: [0.434436,0.083658,0.439816,0.301602,0.829932,0.186501,0.121406,0.725557,0.134920,-0.401872]
+Sum: 2.855955
+========================
+======== I2A1U2 ========
+clustering_time: 2.107431
+Silhouette per cluster: [0.240469,-0.521816,0.311144,0.019826,0.261692,0.876066,0.375720,0.200206,0.265628,-0.697176]
+Sum: 1.331762
+========================
+======== I2A2U1 ========
+clustering_time: 0.283892
+Silhouette per cluster: [0.434081,0.081466,0.413310,0.408541,0.299720,0.159976,0.150843,0.723974,0.616096,-0.384843]
+Sum: 2.903165
+========================
+======== I2A2U2 ========
+clustering_time: 2.218534
+Silhouette per cluster: [0.285822,0.452881,0.044219,0.073876,0.321712,0.193736,0.122305,0.107510,0.698464,-0.526634]
+Sum: 1.773891
+========================
diff --git a/centroid.cpp b/centroid.cpp
new file mode 100644
index 0000000..d2b33f5
--- /dev/null
+++ b/centroid.cpp
@@ -0,0 +1,74 @@
+#include "centroid.h"
+#include <stdlib.h>
+#include "dataTypes.h"
+#include "euclideanNode.h"
+
+//kwdikas twn sunarthswen ths class Cluster
+
+template <class T>
+Cluster<T>::Cluster()
+{
+    points = new List<ClusterNode<T>*>();
+    centroid = NULL;
+}
+
+template <class T>
+Cluster<T>::Cluster(ClusterNode<T>* centr)
+{
+    points = new List<ClusterNode<T>*>();
+    centroid = centr;
+}
+
+template <class T>
+Cluster<T>::~Cluster()
+{
+    
+    delete points;
+}
+
+template <class T>
+Node<ClusterNode<T>*>* Cluster<T>::getPoints()
+{
+    return points->get_begin();
+}
+
+template <class T>
+int Cluster<T>::getNoPoints()
+{
+    return points->getSize();
+}
+
+template <class T>
+ClusterNode<T>* Cluster<T>::getCentroid()
+{
+    return centroid;
+}
+
+template <class T>
+void Cluster<T>::setCentroid(ClusterNode<T>* centr)
+{
+    centroid = centr;
+}
+
+template <class T>
+void Cluster<T>::insertPoint(ClusterNode<T>* point)
+{
+    points->insertEnd(point);
+}
+
+template <class T>
+void Cluster<T>::deletePoint(Node<ClusterNode<T>*>* delPoint)  //diagrafh tou shmeiou
+{
+    points->deleteNode(delPoint);
+}
+
+template <class T>
+void Cluster<T>::emptyCluster()
+{
+    while(points->deleteFirstNode() != NULL){}
+}
+
+template class Cluster<Vector* >;
+template class Cluster<Hamming* >;
+template class Cluster<EuclideanNode* >;
+template class Cluster<MatrixPoint* >;
diff --git a/centroid.h b/centroid.h
new file mode 100644
index 0000000..ec55ad8
--- /dev/null
+++ b/centroid.h
@@ -0,0 +1,35 @@
+#ifndef Included_Cluster_H
+#define Included_Cluster_H
+
+#include "List.h"
+#include "Node.h"
+#include "clusterNode.h"
+
+template <class T>
+class Cluster
+{
+    private:
+        ClusterNode<T>* centroid; //kentroeides
+        List<ClusterNode<T>*>* points; //lista shmeiwn pou anhkoun sto cluster
+
+    public:
+        Cluster(); //constructor
+        Cluster(ClusterNode<T>* centr); //constructor
+        ~Cluster(); //destructor
+
+        Node<ClusterNode<T>*>* getPoints(); //epistrefei thn lista me ta shmeia
+        int getNoPoints(); //epistrefei ton ari8mo twn shmeiwn pou anhkoun sto cluster
+        ClusterNode<T>* getCentroid(); //epistrefei to kentroeides
+
+        void setCentroid(ClusterNode<T>* centr); //ana8esh kentroeidous sto cluster
+
+        void insertPoint(ClusterNode<T>* point); //eisagwgh shmeiou sto cluster 
+        void deletePoint(Node<ClusterNode<T>*>* delPoint); //diagrafh tou node apo thn lista
+
+        void emptyCluster(); //sunarthsh gia na adeiasei to cluster apo stoixeia
+      
+};
+
+
+
+#endif
diff --git a/clusterNode.cpp b/clusterNode.cpp
new file mode 100644
index 0000000..ba4ce44
--- /dev/null
+++ b/clusterNode.cpp
@@ -0,0 +1,106 @@
+#include "clusterNode.h"
+#include "dataTypes.h"
+#include "euclideanNode.h"
+
+//kwdikas twn sunathsewn ths class ClusterNode
+
+template <class T>
+ClusterNode<T>::ClusterNode(T data)
+{
+    id = -1; //initialized in distance calculation for use in distance matrix
+    point = data;
+
+    secondCentroid = 0;  //dn exoun arxikes times
+    distance = -1;
+    secDistance = -1;
+    checked = false;
+}
+
+template <class T>
+ClusterNode<T>::ClusterNode(T data, double dist)
+{
+    id = -1; //initialized in distance calculation for use in distance matrixs
+    point = data;
+    distance = dist;
+
+    secondCentroid = 0; //dn exoun arxikes times
+    secDistance = -1;
+    checked = false;
+}
+
+template <class T>
+ClusterNode<T>::~ClusterNode()
+{
+
+}
+
+template <class T>
+int ClusterNode<T>::getID()
+{
+    return id;
+}
+
+template <class T>
+T ClusterNode<T>::getPoint()
+{
+    return point;
+}
+
+template <class T>
+double ClusterNode<T>::getDistance()
+{
+    return distance;
+}
+
+template <class T>
+double ClusterNode<T>::getSecDistance()
+{
+    return secDistance;
+}
+
+template <class T>
+ClusterNode<T>* ClusterNode<T>::getSecCentroid()
+{
+    return secondCentroid;
+}
+
+template <class T>
+bool ClusterNode<T>::getChecked()
+{
+    return checked;
+}
+
+template <class T>
+void ClusterNode<T>::setID(int ID)
+{
+    id = ID;
+}
+
+template <class T>
+void ClusterNode<T>::setDistance(double dist)
+{
+    distance = dist;
+}
+
+template <class T>
+void ClusterNode<T>::setSecDistance(double secDist)
+{
+    secDistance = secDist;
+}
+
+template <class T>
+void ClusterNode<T>::setSecCentroid(ClusterNode<T>* centroid2)
+{
+    secondCentroid = centroid2;
+}
+
+template <class T>
+void ClusterNode<T>::setChecked(bool check)
+{
+    checked = check;
+}
+
+template class ClusterNode<Vector* >;
+template class ClusterNode<Hamming* >;
+template class ClusterNode<EuclideanNode* >;
+template class ClusterNode<MatrixPoint* >;
diff --git a/clusterNode.h b/clusterNode.h
new file mode 100644
index 0000000..466c94f
--- /dev/null
+++ b/clusterNode.h
@@ -0,0 +1,36 @@
+#ifndef Included_ClusterNode_H
+#define Included_ClusterNode_H
+
+template<class T>
+class ClusterNode
+{
+    private:
+        int id; //id xrhsimopoieitai ston upologismo apostashs
+        T point; //shmeio
+        ClusterNode<T>* secondCentroid; //deutero kontinotero centroid
+        double distance; //apostash apo to centroid sto cluster pou anhkei
+		double secDistance; //distance apo to deutero centroid
+
+		bool checked; //xrhsimopoieitai sto lsh assign
+
+    public:
+        ClusterNode(T data); //constructor
+        ClusterNode(T data, double dist); //constructor
+        ~ClusterNode(); //destructor
+
+        int getID(); //epistrofh tou id
+        T getPoint(); //epistrofh tou shmeiou
+        double getDistance(); //epistrofh apostashs apo kentroeides
+        ClusterNode<T>* getSecCentroid(); //epistrofh deuterou kentroeidous
+		double getSecDistance(); //epistrofh apostashs apo deutero kentroeides
+		bool getChecked(); //epistrefei thn timh tou checked
+
+        void setID(int ID); //orismos timhs id
+        void setDistance(double dist);  //orismos apostashs apo kentroeides
+        void setSecCentroid(ClusterNode<T>* centroid2);
+        void setSecDistance(double secDist); //orismos apostashs apo deutero kentroeides
+   		void setChecked(bool check); //8etei timh sto checked, true an exei elegx8ei to stoixeio
+
+};
+
+#endif
diff --git a/dataTypes.h b/dataTypes.h
new file mode 100644
index 0000000..0eaf923
--- /dev/null
+++ b/dataTypes.h
@@ -0,0 +1,116 @@
+#ifndef Included_DataTypes_H
+#define Included_DataTypes_H
+
+#include <iostream>
+#include "stdio.h"
+#include "string.h"
+#include <bitset>
+//orismos twn tupwn dedomenwn pou 8a apo8hkeuoume kai 8a diaxeirizomaste
+class Vector //class Vector gia dedomena cosine
+{
+    private:
+        std::string id;
+        const int dimensions;
+        double* coordinance;
+    public:
+        Vector(std::string ID, int dim, double* coord): dimensions(dim)
+        {
+            id = ID;
+            coordinance = new double[dimensions];
+            memcpy(coordinance, coord, dimensions*sizeof(double)); //antigrafei ta dedomena apo ton ena pinaka ston allo
+        }
+        ~Vector()
+        {
+            delete[] coordinance;
+        }
+
+        std::string get_string()
+        {
+            return id;
+        }
+
+        int get_dimensions()
+        {
+            return dimensions;
+        }
+
+        double get_coordinance(int pos)
+        {
+            if(pos >= dimensions) return -9999;
+            return coordinance[pos];
+        }
+};
+
+class Hamming //class Hamming gia dedomena tupou hamming
+{
+    private:
+        std::string id;
+        std::bitset<64> bitString;
+         const int noBits;
+
+    public:
+        Hamming(std::string ID, std::bitset<64> bitSet, int nBits): noBits(nBits)
+        {
+            id = ID;
+            bitString = bitSet;
+        }
+
+        std::string get_string()
+        {
+            return id;
+        }
+
+        void get_bitString(std::bitset<64>& data)
+        {
+            data = bitString;
+        }
+
+        int get_noBits()
+        {
+            return noBits;
+        }
+};
+
+class MatrixPoint //class MatrixPoint gia dedomena pou anhkoun se distance matrix
+{
+    private:
+        std::string id;
+        const int N, position;
+        int* distances;
+
+    public:
+        MatrixPoint(std::string ID, int* dist,  int n, int pos): N(n), position(pos)
+        {
+            id = ID;
+            distances = new int[N];
+            memcpy(distances, dist, N*sizeof(int));
+        }
+
+        ~MatrixPoint()
+        {
+            delete [] distances;
+        }
+
+        std::string get_string()
+        {
+            return id;
+        }
+
+        int get_noItems()
+        {
+            return N;
+        }
+
+        int get_distance(int pos)
+        {
+            if(pos >= N) return -9999;
+            return distances[pos];
+        }
+
+        int get_pos()
+        {
+            return position;
+        }
+};
+#endif
+
diff --git a/distancesCalculations.cpp b/distancesCalculations.cpp
new file mode 100644
index 0000000..509bb57
--- /dev/null
+++ b/distancesCalculations.cpp
@@ -0,0 +1,194 @@
+#include "distancesCalculations.h"
+#include "dataTypes.h"
+#include "euclideanNode.h"
+#include "clusterNode.h"
+#include <bitset>
+#include <cmath>
+#include <limits>
+
+#include <eigen-eigen-f562a193118d/Eigen/Dense>
+#include <eigen-eigen-f562a193118d/Eigen/SVD>
+#include <eigen-eigen-f562a193118d/Eigen/LU>
+
+using namespace std;
+using namespace Eigen;
+/*template<class T>
+Distance<T>::Distance(List<T>* inputList)
+{
+    Node<T>* iNode;
+    Node<T>* jNode;
+
+    noItems = inputList->getSize();
+    distances = new double*[noItems];
+
+
+    iNode = inputList->get_begin();
+    for(int i =0; i < noItems; i++)
+    {
+        distances[i] = new double[noItems];
+
+        iNode->get_data()->setID(i);
+
+        jNode = inputList->get_begin();
+        for(int j =0; j < noItems; j++)
+        {
+            if(j < i)
+            {
+                distances[i][j] = distances[j][i];
+            }
+            else if(j== i)
+            {
+                distances[i][j] = 0;
+            }
+            else
+            {
+                distances[i][j] = this->distance(iNode->get_data()->getPoint(), jNode->get_data()->getPoint());
+            }
+
+            jNode = jNode->get_next();
+        }
+
+        iNode = iNode->get_next();
+    }
+}
+*/
+
+template<class T>
+Distance<T>::Distance(List<T>* inputList)
+{
+    int count = 0;
+    noItems = inputList->getSize();
+    distances = new double*[noItems];
+
+    for(int i =0; i < noItems; i++)
+    {
+        distances[i] = new double[noItems];
+        for(int j =0; j < noItems; j++)
+        {
+            if(i ==j)
+            {
+                distances[i][j] = 0;
+            }
+            else
+            {
+                distances[i][j] = -1;
+            }
+        }
+    }
+
+    for(Node<T>* i = inputList->get_begin(); i != NULL; i = i->get_next())
+    {
+        i->get_data()->setID(count);
+        count++;
+    }
+}
+
+template<class T>
+Distance<T>::~Distance()
+{
+    for(int i =0; i < noItems; i++)
+    {
+        delete[] distances[i];
+    }
+
+    delete[] distances;
+}
+
+template <class T>
+double** Distance<T>::getArray()
+{
+    return distances;
+}
+
+template<class T>
+int Distance<T>::distance(Hamming* point1, Hamming* point2) //ypologismos apostashs hamming
+{
+   	int distance=0;
+   	bitset<64> str1;
+   	bitset<64> str2;
+
+   	point1->get_bitString(str1);
+   	point2->get_bitString(str2);
+
+	for(int i=0;i<point1->get_noBits();i++) //veltiwsh mexri point1 nobits
+	{
+		if(str1[i]!=str2[i]) //an einai diaforetika +1
+		{
+			distance++;
+		}
+	}
+
+	return distance;
+}
+
+template<class T>
+double Distance<T>::distance(Vector* point1, Vector* point2) //ypologismos apostashs cosine
+{
+    double innerProduct = 0, lengthPoint1 = 0, lenghtPoint2 =0;
+
+    for(int i =0; i < point1->get_dimensions(); i++)
+    {
+        innerProduct += point1->get_coordinance(i)*point2->get_coordinance(i); //vriskw eswteriko ginomeno
+
+        lengthPoint1 += pow(point1->get_coordinance(i), 2); //metro tou point1
+        lenghtPoint2 += pow(point2->get_coordinance(i), 2); //metro tou point2
+    }
+
+    if(lengthPoint1 == 0|| lenghtPoint2 == 0)
+    {
+        cout<<"error sto cosine"<<endl;
+    }
+
+    return 1- innerProduct/(sqrt(lengthPoint1) * sqrt(lenghtPoint2));//return 1- innerProduct/(sqrt(lengthPoint1) * sqrt(lenghtPoint2));
+}
+
+template<class T>
+double Distance<T>::distance(EuclideanNode* point1, EuclideanNode* point2) //ypologismos apostashs gia eukleidia
+{
+	double sum=0.0;
+
+	for(int i=0;i<point1->get_vector()->get_dimensions();i++)
+	{
+		sum=sum + pow((point1->get_vector()->get_coordinance(i)-point2->get_vector()->get_coordinance(i)),2.0);
+	}
+
+	return sqrt(sum);
+}
+
+template<class T>
+double Distance<T>::distance(MatrixPoint* point1, MatrixPoint* point2)
+{//ypologizw thn apostash apo to querykey sto point1 kai oxi to anapodo giati to point1 dn exei dedomena gia to querykey
+
+    if(point2->get_distance(point1->get_pos())  == 0) return std::numeric_limits<double>::max();
+
+    return point2->get_distance(point1->get_pos());
+}
+
+template <class T>
+double Distance<T>::distance(T point1, T point2)
+{
+    int i = point1->getID();
+    int j = point2->getID();
+
+    if(i < 0 || i >= noItems) return distance(point1->getPoint(), point2->getPoint()); //ektos oriwn tou pinaka
+    if(j < 0 || j >= noItems) return distance(point1->getPoint(), point2->getPoint());
+
+    if(distances[i][j] == -1)
+    {
+        distances[i][j] = distance(point1->getPoint(), point2->getPoint());
+        distances[j][i] = distances[i][j];
+        //cout<<i<<" "<<j<<" "<< distances[i][j]<<"dsdsd"<<endl;
+    }
+    else
+    {
+        //cout<<"OP"<<endl;
+    }
+
+    return distances[i][j];
+}
+
+template class Distance<ClusterNode<Vector*>*>;
+template class Distance<ClusterNode<Hamming*>*>;
+template class Distance<ClusterNode<EuclideanNode*>*>;
+template class Distance<ClusterNode<MatrixPoint*>*>;
+
diff --git a/distancesCalculations.h b/distancesCalculations.h
new file mode 100644
index 0000000..492a814
--- /dev/null
+++ b/distancesCalculations.h
@@ -0,0 +1,35 @@
+#ifndef Included_Distance_H
+#define Included_Distance_H
+
+#include "dataTypes.h"
+#include "euclideanNode.h"
+#include "clusterNode.h"
+#include "List.h"
+
+using namespace std;
+#include <cmath>
+#include <limits>
+
+template <class T>
+class Distance //klash gia ton upologismo apostashs duo items
+{
+    private:
+        int noItems; //ari8mos twn items
+        double** distances; //pinakas apostasewn
+
+    public:
+        Distance(List<T>* inputList);
+      //  Distance(T* inArray, int arraySize);
+
+        ~Distance(); //destructor
+
+        double** getArray(); //epistrofh deikth sthn arxh tou pinaka
+        static double distance(Vector* point1, Vector* point2); //upologismos apostashs gia cosine
+        static int distance(Hamming* point1, Hamming* point2); //upologismos apostashs gia Hamming
+        static double distance(EuclideanNode* point1, EuclideanNode* point2); //upologismos apostashs gia Euclidean
+        static double distance(MatrixPoint* point1, MatrixPoint* point2); //upologismos apostashs gia MatrixPoint
+
+        double distance(T point1, T point2); //epistrofh ths apostashs duo sugkekrimenwn shmeiwn
+};
+
+#endif
diff --git a/euclideanNode.cpp b/euclideanNode.cpp
new file mode 100644
index 0000000..1ec9a1a
--- /dev/null
+++ b/euclideanNode.cpp
@@ -0,0 +1,38 @@
+#include "euclideanNode.h"
+
+//kwdikas twn synarthsewn pou anhkoun sthn class EuclideanNode 
+
+EuclideanNode::EuclideanNode(Vector* Data)
+{
+    data = Data;
+}
+
+EuclideanNode::EuclideanNode(Vector* Data, int id)
+{
+    data = Data;
+    ID = id;
+}
+
+EuclideanNode::~EuclideanNode()
+{
+}
+
+Vector* EuclideanNode::get_vector()
+{
+    return data;
+}
+
+int EuclideanNode::get_ID()
+{
+    return ID;
+}
+
+std::string EuclideanNode::get_string()
+{
+    return data->get_string();
+}
+
+void EuclideanNode::set_ID(int id)
+{
+    ID = id;
+}
diff --git a/euclideanNode.h b/euclideanNode.h
new file mode 100644
index 0000000..f501d76
--- /dev/null
+++ b/euclideanNode.h
@@ -0,0 +1,22 @@
+#ifndef Included_euclideanNode_H
+#define Included_euclideanNode_H
+
+#include "dataTypes.h"
+class EuclideanNode //dhmiourgia class EuclideanNode giati prepei na apo8hkeuetai ena parapanw stoixeia apo auta pou einai sthn class vector gia to lsh
+{
+    private:
+        Vector* data; //dedomena
+        int ID; //apo8hkeush tou ID giati xreiazetai sto Lsh
+
+    public:
+        EuclideanNode(Vector* Data);
+        EuclideanNode(Vector* Data, int id);
+        ~EuclideanNode();
+
+        Vector* get_vector();
+        int get_ID();
+        std::string get_string();
+
+        void set_ID(int id);
+};
+#endif
diff --git a/generalFunctions.cpp b/generalFunctions.cpp
new file mode 100644
index 0000000..6b290d5
--- /dev/null
+++ b/generalFunctions.cpp
@@ -0,0 +1,206 @@
+#include "generalFunctions.h"
+#include "psedoRandomNumbers.h"
+#include "euclideanNode.h"
+#include "dataTypes.h"
+#include "clusterNode.h"
+
+#include <sstream>
+#include <limits>
+
+using namespace std;
+
+void bubleSort(double* t, int no)
+{
+    double temp;
+    for(int i=0;i<no;i++) //taksinomoume ton pinaka
+    {
+        for(int j=0;j<no-i;j++)
+        {
+            if(j!=(no-1)&&t[j]>t[j+1])
+            {
+                temp=t[j];
+                t[j]=t[j+1];
+                t[j+1]=temp;
+            }
+        }
+    }
+}
+
+/*void quickSort(double* anArray, int start, int finish)
+{
+    int middle;
+    if(start<finish)
+    {
+        middle = partisionRandom(anArray, start, finish);
+        quickSort(anArray, start, middle-1);
+        quickSort(anArray, middle+1, finish);
+    }
+}
+
+int partisionRandom(double* anArray, int start, int finish)
+{
+    double val, temp;
+    int i, q;
+
+    q = start+ randomNumberInt(0, finish-start);
+    val = anArray[q];
+    anArray[q] = anArray[finish]; //antikatastoume to stoixeio q me to teleutaio
+    anArray[finish] = val; //kai vazoume to q sto telos
+
+    i = start-1;
+    for(int j = start; j <finish; j++)
+    {
+        if(anArray[j]<=val)
+        {
+            i++;
+            temp = anArray[i];
+            anArray[i] = anArray[j];
+            anArray[j] = temp;
+        }
+    }
+
+    temp = anArray[i+1];
+    anArray[i+1] = anArray[finish];
+    anArray[finish] = temp;
+    return i+1;
+}
+*/
+template <class T>
+void quickSort(NodeDistance<T>* anArray, int start, int finish)
+{
+    int middle;
+    if(start<finish)
+    {
+        middle = partisionRandom(anArray, start, finish);
+        quickSort(anArray, start, middle-1);
+        quickSort(anArray, middle+1, finish);
+    }
+}
+
+template <class T>
+int partisionRandom(NodeDistance<T>* anArray, int start, int finish)
+{
+    NodeDistance<T> val, temp;
+    int i, q;
+
+    q = start+ randomNumberInt(0, finish-start);
+    val = anArray[q];
+    anArray[q] = anArray[finish]; //antikatastoume to stoixeio q me to teleutaio
+    anArray[finish] = val; //kai vazoume to q sto telos
+
+    i = start-1;
+    for(int j = start; j <finish; j++)
+    {
+        if(anArray[j].dist<=val.dist)
+        {
+            i++;
+            temp = anArray[i];
+            anArray[i] = anArray[j];
+            anArray[j] = temp;
+        }
+    }
+
+    temp = anArray[i+1];
+    anArray[i+1] = anArray[finish];
+    anArray[finish] = temp;
+    return i+1;
+}
+
+template <class T>
+void sortPartOfArray(NodeDistance<T>* anArray, int size, int SortedItems, TYPE type) //SortedItems has to be small, otherwise call quickSort
+{//similar to selection Sort
+    NodeDistance<T> maxDist, minDist, temp;
+    int pos;
+    for(int i = 0; i < SortedItems; i++)
+    {
+        maxDist.dist = -std::numeric_limits<double>::min();
+        minDist.dist = std::numeric_limits<double>::max();
+
+        for(int j = i; j <size; j++)
+        {
+            if(type == MAX)
+            {
+                if(anArray[j].dist > maxDist.dist)
+                {
+                    maxDist = anArray[j];
+                    pos = j;
+                }
+            }
+            else
+            {
+                if(anArray[j].dist < minDist.dist)
+                {
+                    minDist = anArray[j];
+                    pos = j;
+                }
+            }
+        }
+        //cout<<"max "<<maxDist.dist<<endl;
+        if(type == MAX)
+        {
+            temp = anArray[i];
+            anArray[i] = maxDist;
+            anArray[pos] = temp;
+        }
+        else
+        {
+            temp = anArray[i];
+            anArray[i] = minDist;
+            anArray[pos] = temp;
+        }
+    }
+}
+
+double maxDistance(double* distances, int size)
+{
+    double maxDist = -std::numeric_limits<double>::min();
+
+    for(int i =0; i < size; i++)
+    {
+        if(distances[i] > maxDist)
+        {
+            maxDist = distances[i];
+        }
+    }
+
+    return maxDist;
+}
+
+int convertToBinary(char* bitString, int stringLength)
+{
+    int number = 0;
+    int twoPower = 1;
+
+    for(int i = stringLength-1; i >= 0; i--)
+    {
+        number += bitString[i]*twoPower;//(bitString[i]-'0')*twoPower; //we have the askii value of char 1 and 0, to get the value 1 or 0 we get the minus the askii value of '0'
+        twoPower *=2;
+    }
+
+    return number;
+}
+
+std::string convertToString(int number)
+{
+    std::stringstream s; //make int to string
+    s << number;
+
+    return s.str();
+}
+
+//template int partisionRandom(NodeDistance<ClusterNode<MatrixPoint*>*>* anArray, int start, int finish);
+
+
+template void quickSort(NodeDistance<ClusterNode<MatrixPoint*>*>* anArray, int start, int finish);
+template void quickSort(NodeDistance<ClusterNode<Hamming*>*>* anArray, int start, int finish);
+template void quickSort(NodeDistance<ClusterNode<Vector*>*>* anArray, int start, int finish);
+template void quickSort(NodeDistance<ClusterNode<EuclideanNode*>*>* anArray, int start, int finish);
+template void quickSort(NodeDistance<int>* anArray, int start, int finish);
+template void quickSort(NodeDistance<char>* anArray, int start, int finish);
+
+
+template void sortPartOfArray(NodeDistance<int>* anArray, int size, int SortedItems, TYPE type);
+template void sortPartOfArray(NodeDistance<ClusterNode<Hamming*>*>* anArray, int size, int SortedItems, TYPE type);
+template void sortPartOfArray(NodeDistance<ClusterNode<EuclideanNode*>*>* anArray, int size, int SortedItems, TYPE type);
+template void sortPartOfArray(NodeDistance<ClusterNode<Vector*>*>* anArray, int size, int SortedItems, TYPE type);
+
diff --git a/generalFunctions.h b/generalFunctions.h
new file mode 100644
index 0000000..2adde45
--- /dev/null
+++ b/generalFunctions.h
@@ -0,0 +1,34 @@
+#ifndef Included_GENERALFUNCTIONS_H
+#define Included_GENERALFUNCTIONS_H
+
+#include <iostream>
+
+double maxDistance(double* distances, int size); //upologismos ths megisths apostashs se enan pinaka
+void bubleSort(double* t, int no); //ta3inomhsh bubble sort
+
+template <class T>
+struct NodeDistance
+{
+    double dist;
+    T item;
+};
+
+template <class T>
+void quickSort(NodeDistance<T>* anArray, int start, int finish);
+
+template <class T>
+int partisionRandom(NodeDistance<T>* anArray, int start, int finish);
+
+enum TYPE
+{
+    MAX,
+    MIN
+};
+
+template <class T>
+void sortPartOfArray(NodeDistance<T>* anArray, int size, int SortedItems, TYPE type);
+
+int convertToBinary(char* bitString, int stringLength);
+std::string convertToString(int number);
+
+#endif
diff --git a/hashFunction.cpp b/hashFunction.cpp
new file mode 100644
index 0000000..f0b2703
--- /dev/null
+++ b/hashFunction.cpp
@@ -0,0 +1,217 @@
+#include "hashFunction.h"
+#include <stdlib.h>
+#include <iostream>
+using namespace std;
+
+//prototype gia thn hashFunction dn kanei kati
+template <class T>
+HashFunction<T>::HashFunction()
+{
+
+}
+
+template <class T>
+unsigned int HashFunction<T>::HashFunctionHash(T key) //prototype gia thn hashfunction
+{
+
+}
+
+//---------------------------------------------------------
+
+HashFunction<ClusterNode<Vector*>*>::HashFunction(int K, int Dimensions):kHashFunctions(K), dimensions(Dimensions)
+{
+    gFunction = new HashFunctionCosine*[kHashFunctions]();
+    for(int i=0; i< kHashFunctions; i++)
+    {
+        gFunction[i] = new HashFunctionCosine(dimensions);
+    }
+}
+
+HashFunction<ClusterNode<Vector*>*>::~HashFunction()
+{
+    for(int i =0; i < kHashFunctions; i++)
+    {
+        delete gFunction[i];
+    }
+    delete []gFunction;
+}
+
+
+unsigned int HashFunction<ClusterNode<Vector*>*>::HashFunctionHash(ClusterNode<Vector*>* key) //pairnoume thn timh ths g
+{
+    std::bitset<32> fBit; //mexri 2^32 buckets
+
+    for(int i=0; i < kHashFunctions; i++) //gia kathe hi
+    {
+        if(gFunction[i]->value(key->getPoint())) //true
+        {
+            fBit[kHashFunctions-i-1] = 1; // h prwth h synartisi kathorizei to prwto bit tou bitset ara pairnoume to k-i-1 giati o pinakas ksekinaei apo k-1.
+        }
+        else
+        {
+            fBit[kHashFunctions-i-1] = 0;
+        }
+    }
+
+    return fBit.to_ulong();
+}
+
+//---------------------------------------------
+
+HashFunction<ClusterNode<Hamming*>*>::HashFunction(int K, int noBts):kHashFunctions(K), noBits(noBts)
+{
+    gFunction = new int[kHashFunctions];
+    for(int i =0; i < kHashFunctions; i++)
+    {
+        gFunction[i] = randomNumberInt(0,noBts-1); //times apo 0 mexri number of bits-1
+    }
+}
+
+HashFunction<ClusterNode<Hamming*>*>::~HashFunction()
+{
+    delete []gFunction;
+}
+
+unsigned int HashFunction<ClusterNode<Hamming*>*>::HashFunctionHash(ClusterNode<Hamming*>* key) //pairnoume thn timh ths g
+{
+    std::bitset<32> fBit; //2^32
+    std::bitset<64> inputBitset; //h thesi 63 afora to pio simantiko bit kai h 0 to ligotero simantiko
+
+    key->getPoint()->get_bitString(inputBitset);
+
+    for(int i=0;i<kHashFunctions;i++) //gia kathe hi
+    {
+        fBit[kHashFunctions-i-1]=inputBitset[noBits-gFunction[i]-1]; //ksekiname apo to pio simantiko bit gia to prwto h.
+    }
+
+    return fBit.to_ulong();
+}
+
+//------------------------------------------------
+HashFunction<ClusterNode<EuclideanNode*>*>::HashFunction(int K, int Dimensions, int W, int noBuckets):kHashFunctions(K), dimensions(Dimensions), nBuckets(noBuckets)
+{
+    gFunction = new HashFunctionEuclidean*[kHashFunctions]();
+    for(int i=0; i< kHashFunctions; i++)
+    {
+        gFunction[i] = new HashFunctionEuclidean(dimensions, W);
+    }
+
+    rVariables = new int[kHashFunctions];
+    for(int i=0; i< kHashFunctions;i++)
+    {
+        rVariables[i] = randomNumberInt(-32766, 32767);//enas tyxaios arithmos 16 bit
+    }
+}
+
+HashFunction<ClusterNode<EuclideanNode*>*>::~HashFunction()
+{
+    for(int i =0; i < kHashFunctions; i++)
+    {
+        delete gFunction[i];
+    }
+    delete []gFunction;
+
+    delete []rVariables;
+}
+
+unsigned int HashFunction<ClusterNode<EuclideanNode*>*>::HashFunctionHash(ClusterNode<EuclideanNode*>* key)
+{
+    return modulo(this->hashFunctionID(key), nBuckets);
+}
+
+int HashFunction<ClusterNode<EuclideanNode*>*>::hashFunctionID(ClusterNode<EuclideanNode*>* key)
+{
+    int result =0;
+
+    for(int i=0; i < kHashFunctions; i++)
+    {
+        result += rVariables[i]*gFunction[i]->value(key->getPoint()->get_vector())%MAXINT; //eswteriko ginomeno mod M
+    }
+
+    return result%MAXINT;
+}
+//--------------------------------------------------------------------------------
+
+HashFunction<ClusterNode<MatrixPoint*>*>::HashFunction(int K, List<ClusterNode<MatrixPoint*>*>* myInput): kHashFunctions(K)
+{
+    int x1, x2;
+    double distx1x2, Median;
+    ClusterNode<MatrixPoint*>* x1M = NULL;
+    ClusterNode<MatrixPoint*>* x2M = NULL;
+    double* myArray = new double[myInput->get_begin()->get_data()->getPoint()->get_noItems()];
+
+    gFunction = new HashFunctionMatrix*[kHashFunctions]();
+    for(int i=0; i< kHashFunctions; i++) //dimiourgoume ta k hi
+    {
+        x1 = randomNumberInt(0, myInput->get_begin()->get_data()->getPoint()->get_noItems()-1); //ena tyxaio shmeio
+        while((x2 = randomNumberInt(0, myInput->get_begin()->get_data()->getPoint()->get_noItems()-1))==x1);  //oxi ta idia shmeia giati h metaksy tous apostash pou einai mhden mpainei ston paranomasth
+
+        x1M = getPoint(myInput, x1); //vriskoume to random shmeio
+        x2M = getPoint(myInput, x2);
+
+        distx1x2 = x1M->getPoint()->get_distance(x2); //ypologisoume thn apostash metaksy tous
+        gFunction[i] = new HashFunctionMatrix(x1, x2, distx1x2);
+
+        int k=0;
+        for(Node<ClusterNode<MatrixPoint*>*>* j = myInput->get_begin(); j != NULL; j = j->get_next())//ypologizw ola thn timh tou h gia kathe x
+        {
+            myArray[k] = gFunction[i]->dCalculation(j->get_data()->getPoint());
+            k++;
+        }
+
+        Median = median(myArray, myInput->get_begin()->get_data()->getPoint()->get_noItems()); //vriskoume thn median
+        gFunction[i]->setMedian(Median);
+    }
+
+    delete[] myArray;
+
+}
+
+HashFunction<ClusterNode<MatrixPoint*>*>::~HashFunction()
+{
+    for(int i =0; i < kHashFunctions; i++)
+    {
+        delete gFunction[i];
+    }
+    delete []gFunction;
+}
+
+unsigned int HashFunction<ClusterNode<MatrixPoint*>*>::HashFunctionHash(ClusterNode<MatrixPoint*>* key) //epistrefei thn g
+{
+    std::bitset<32> fBit; //2^32
+
+    for(int i=0; i < kHashFunctions; i++)
+    {
+        if(gFunction[i]->value(key->getPoint())) //true
+        {
+            fBit[kHashFunctions-i-1] = 1;
+        }
+        else
+        {
+            fBit[kHashFunctions-i-1] = 0;
+        }
+    }
+    return fBit.to_ulong();
+}
+
+ClusterNode<MatrixPoint*>* HashFunction<ClusterNode<MatrixPoint*>*>::getPoint(List<ClusterNode<MatrixPoint*>*>* myList, int pos) //epistrefei to tyxaio simeio
+{
+    for(Node<ClusterNode<MatrixPoint*>*>* i = myList->get_begin(); i != NULL; i = i->get_next())
+    {
+        if(pos == i->get_data()->getPoint()->get_pos())
+        {
+            return i->get_data();
+        }
+    }
+    return NULL;
+}
+
+unsigned int modulo(int x1, int x2)
+{
+    return (x1%x2+x2)%x2;
+}
+
+template class HashFunction<ClusterNode<Vector*>*>;
+template class HashFunction<ClusterNode<Hamming*>*>;
+template class HashFunction<ClusterNode<EuclideanNode*>*>;
+template class HashFunction<ClusterNode<MatrixPoint*>*>;
diff --git a/hashFunction.h b/hashFunction.h
new file mode 100644
index 0000000..4aa374c
--- /dev/null
+++ b/hashFunction.h
@@ -0,0 +1,99 @@
+#ifndef Included_HashFunction_H
+#define Included_HashFunction_H
+
+#include "dataTypes.h"
+#include "euclideanNode.h"
+#include <bitset>
+#include "List.h"
+#include "clusterNode.h"
+
+#include "hashFunctionCosine.h"
+#include "psedoRandomNumbers.h"
+#include "hashFunctionEuclidean.h"
+#include "hashFunctionMatrix.h"
+
+#define MAXINT 4294967291 //2^32-5
+
+template<class T> //prototype gia thn hashFunction
+class HashFunction
+{
+    private:
+
+    public:
+        HashFunction();
+        unsigned int HashFunctionHash(T key); //prepei na pairnei to key kai na epistrefei to bucket
+
+};
+
+template<>
+class HashFunction<ClusterNode<Vector*>*>
+{
+    private:
+        const int dimensions;
+        const int kHashFunctions;
+        HashFunctionCosine** gFunction;
+
+
+    public:
+        HashFunction(int K, int Dimensions);
+        ~HashFunction();
+
+        unsigned int HashFunctionHash(ClusterNode<Vector*>* key);
+};
+
+template<>
+class HashFunction<ClusterNode<Hamming*>*>
+{
+    private:
+        const int kHashFunctions;
+        const int noBits;
+        int* gFunction;
+
+
+    public:
+        HashFunction(int K, int noBts);
+        ~HashFunction();
+
+        unsigned int HashFunctionHash(ClusterNode<Hamming*>* key);
+};
+
+template<>
+class HashFunction<ClusterNode<EuclideanNode*>*>
+{
+    private:
+        const int dimensions;
+        const int kHashFunctions;
+        const int nBuckets;
+        HashFunctionEuclidean** gFunction;
+        int* rVariables;
+
+
+    public:
+        HashFunction(int K, int Dimensions, int W, int noBuckets);
+        ~HashFunction();
+
+        unsigned int HashFunctionHash(ClusterNode<EuclideanNode*>* key);
+
+        int hashFunctionID(ClusterNode<EuclideanNode*>* key);
+};
+
+template<>
+class HashFunction<ClusterNode<MatrixPoint*>*>
+{
+    private:
+        const int kHashFunctions;
+        HashFunctionMatrix** gFunction;
+
+        ClusterNode<MatrixPoint*>* getPoint(List<ClusterNode<MatrixPoint*>*>* myList, int pos);
+
+    public:
+        HashFunction(int K, List<ClusterNode<MatrixPoint*>*>* myInput);
+        ~HashFunction();
+
+        unsigned int HashFunctionHash(ClusterNode<MatrixPoint*>* key);
+
+};
+
+unsigned int modulo(int x1, int x2);
+#endif
+
diff --git a/hashFunction.h~ b/hashFunction.h~
new file mode 100644
index 0000000..14f9e75
--- /dev/null
+++ b/hashFunction.h~
@@ -0,0 +1,97 @@
+#ifndef Included_HashFunction_H
+#define Included_HashFunction_H
+
+#include "dataTypes.h"
+#include "euclideanNode.h"
+#include <bitset>
+#include "List.h"
+#include "clusterNode.h"
+
+#include "hashFunctionCosine.h"
+#include "psedoRandomNumbers.h"
+#include "hashFunctionEuclidean.h"
+#include "hashFunctionMatrix.h"
+
+template<class T> //prototype gia thn hashFunction
+class HashFunction
+{
+    private:
+
+    public:
+        HashFunction();
+        unsigned int HashFunctionHash(T key); //prepei na pairnei to key kai na epistrefei to bucket
+
+};
+
+template<>
+class HashFunction<ClusterNode<Vector*>*>
+{
+    private:
+        const int dimensions;
+        const int kHashFunctions;
+        HashFunctionCosine** gFunction;
+
+
+    public:
+        HashFunction(int K, int Dimensions);
+        ~HashFunction();
+
+        unsigned int HashFunctionHash(ClusterNode<Vector*>* key);
+};
+
+template<>
+class HashFunction<ClusterNode<Hamming*>*>
+{
+    private:
+        const int kHashFunctions;
+        const int noBits;
+        int* gFunction;
+
+
+    public:
+        HashFunction(int K, int noBts);
+        ~HashFunction();
+
+        unsigned int HashFunctionHash(ClusterNode<Hamming*>* key);
+};
+
+template<>
+class HashFunction<ClusterNode<EuclideanNode*>*>
+{
+    private:
+        const int dimensions;
+        const int kHashFunctions;
+        const int nBuckets;
+        HashFunctionEuclidean** gFunction;
+        int* rVariables;
+
+
+    public:
+        HashFunction(int K, int Dimensions, int W, int noBuckets);
+        ~HashFunction();
+
+        unsigned int HashFunctionHash(ClusterNode<EuclideanNode*>* key);
+
+        int hashFunctionID(ClusterNode<EuclideanNode*>* key);
+};
+
+template<>
+class HashFunction<ClusterNode<MatrixPoint*>*>
+{
+    private:
+        const int kHashFunctions;
+        HashFunctionMatrix** gFunction;
+
+        ClusterNode<MatrixPoint*>* getPoint(List<ClusterNode<MatrixPoint*>*>* myList, int pos);
+
+    public:
+        HashFunction(int K, List<ClusterNode<MatrixPoint*>*>* myInput);
+        ~HashFunction();
+
+        unsigned int HashFunctionHash(ClusterNode<MatrixPoint*>* key);
+
+};
+
+unsigned int modulo(int x1, int x2);
+#endif
+
diff --git a/hashFunctionCosine.cpp b/hashFunctionCosine.cpp
new file mode 100644
index 0000000..130aa38
--- /dev/null
+++ b/hashFunctionCosine.cpp
@@ -0,0 +1,31 @@
+#include "hashFunctionCosine.h"
+#include "psedoRandomNumbers.h"
+
+using namespace std;
+#include <iostream>
+HashFunctionCosine::HashFunctionCosine(int dim):dimensions(dim)
+{
+    rVariable = new double[dimensions];
+
+    for(int i =0; i<dimensions; i++)
+    {
+        rVariable[i]=Marsaglia(); //tyxaia metavlhth gauss
+    }
+}
+
+HashFunctionCosine::~HashFunctionCosine()
+{
+    delete[] rVariable;
+}
+
+bool HashFunctionCosine::value(Vector* key)
+{
+    double result=0;
+
+    for(int i =0; i<dimensions;i++)//vriskw to eswteriko ginomeno
+    {
+        result += rVariable[i]*key->get_coordinance(i);
+    }
+
+    return (result >= 0); //an einai thetiko to bit einai 1
+}
diff --git a/hashFunctionCosine.h b/hashFunctionCosine.h
new file mode 100644
index 0000000..335b674
--- /dev/null
+++ b/hashFunctionCosine.h
@@ -0,0 +1,19 @@
+#ifndef Included_HashFunctionCosine_H
+#define Included_HashFunctionCosine_H
+
+#include "dataTypes.h"
+
+class HashFunctionCosine
+{
+    private:
+        const int dimensions;
+        double* rVariable; //r kanoniki katanomh
+
+    public:
+        HashFunctionCosine(int dim);
+        ~HashFunctionCosine();
+
+        bool value(Vector* key); //epistrefei thn timh ths h 0 'h 1
+};
+#endif
+
diff --git a/hashFunctionEuclidean.cpp b/hashFunctionEuclidean.cpp
new file mode 100644
index 0000000..35ec6ea
--- /dev/null
+++ b/hashFunctionEuclidean.cpp
@@ -0,0 +1,32 @@
+#include <cmath>
+
+#include "hashFunctionEuclidean.h"
+#include "psedoRandomNumbers.h"
+
+HashFunctionEuclidean::HashFunctionEuclidean(int dim, int W):dimensions(dim), w(W)
+{
+    vVariable = new double[dimensions];
+
+    for(int i =0; i<dimensions; i++)
+    {
+        vVariable[i]=Marsaglia(); //tyxaia metavliti gauss
+    }
+
+    while((tVar = randomNumberDouble(0, w))== w){}; //einai anoixto diastima sto w, opote otan epistrefei w psaxnoume gia allo
+}
+HashFunctionEuclidean::~HashFunctionEuclidean()
+{
+    delete[] vVariable;
+}
+
+int HashFunctionEuclidean::value(Vector* key)
+{
+    double result=0;
+
+    for(int i =0; i<dimensions;i++)
+    {
+        result += vVariable[i]*key->get_coordinance(i);
+    }
+
+    return (int)(floor((result+ tVar)/w));
+}
diff --git a/hashFunctionEuclidean.h b/hashFunctionEuclidean.h
new file mode 100644
index 0000000..6df972e
--- /dev/null
+++ b/hashFunctionEuclidean.h
@@ -0,0 +1,22 @@
+#ifndef Included_HashFunctionEuclidean_H
+#define Included_HashFunctionEuclidean_H
+
+#include "dataTypes.h"
+
+class HashFunctionEuclidean
+{
+    private:
+        const int w;
+        const int dimensions;
+        double tVar;
+        double* vVariable; //v kanoniki katanomh
+
+
+    public:
+        HashFunctionEuclidean(int dim, int W);
+        ~HashFunctionEuclidean();
+
+        int value(Vector* key); //epistrefei thn timh ths h
+};
+#endif
+
diff --git a/hashFunctionMatrix.cpp b/hashFunctionMatrix.cpp
new file mode 100644
index 0000000..8327dea
--- /dev/null
+++ b/hashFunctionMatrix.cpp
@@ -0,0 +1,49 @@
+#include "hashFunctionMatrix.h"
+#include "psedoRandomNumbers.h"
+#include "generalFunctions.h"
+#include <cmath>
+
+HashFunctionMatrix::HashFunctionMatrix(int X1, int X2, double DistX1X2):x1(X1), x2(X2), distX1X2(DistX1X2)
+{
+}
+
+HashFunctionMatrix::~HashFunctionMatrix()
+{
+}
+
+bool HashFunctionMatrix::value(MatrixPoint* key)
+{
+    return (dCalculation(key) >= median);
+}
+
+double HashFunctionMatrix::dCalculation(MatrixPoint* key)
+{
+    return (pow(key->get_distance(x1), 2)+pow(key->get_distance(x2), 2) - pow(distX1X2, 2))/(2*distX1X2); //ypologizei thn timh ths h
+}
+
+void HashFunctionMatrix::setMedian(double medianValue)
+{
+    median = medianValue;
+}
+
+double median(double* anArray, int no)
+{
+    NodeDistance<char>* sortedArray = new NodeDistance<char>[no]; //create array for qicksort
+    for(int i =0; i < no; i++)
+    {
+        sortedArray[i].dist = anArray[i];
+    }
+    quickSort(sortedArray, 0, no-1);
+
+    if(no%2==0) //artios
+    {
+        return (sortedArray[no/2].dist+sortedArray[no/2-1].dist)/2; //pairnoume ta dyo mesaia kai vriskoume mesw oro
+    }
+    else //perittos
+    {
+        return sortedArray[(no/2)].dist; //pairnoume to mesaio
+    }
+
+    delete[]sortedArray;
+
+}
diff --git a/hashFunctionMatrix.h b/hashFunctionMatrix.h
new file mode 100644
index 0000000..cef3fcc
--- /dev/null
+++ b/hashFunctionMatrix.h
@@ -0,0 +1,25 @@
+#ifndef Included_HashFunctionMatrix_H
+#define Included_HashFunctionMatrix_H
+
+#include "dataTypes.h"
+
+class HashFunctionMatrix
+{
+    private:
+        const int x1, x2;
+        const double distX1X2;
+        double median;
+
+    public:
+        HashFunctionMatrix(int X1, int X2, double DistX1X2);
+        ~HashFunctionMatrix();
+
+        bool value(MatrixPoint* key); //epistrefei thn timh ths h 0 'h 1
+        double dCalculation(MatrixPoint* key);
+
+        void setMedian(double medianValue);
+};
+
+double median(double* anArray, int no);
+#endif
+
diff --git a/hashtable.cpp b/hashtable.cpp
new file mode 100644
index 0000000..15da205
--- /dev/null
+++ b/hashtable.cpp
@@ -0,0 +1,109 @@
+#include <cstdlib>
+#include <iostream>
+
+#include "hashtable.h"
+#include "hashFunction.h"
+#include "euclideanNode.h"
+
+using namespace std;
+
+template <class T>
+HashTable<T>::HashTable(int NBuckets, HashFunction<T>* hashMethod)
+{
+    if(NBuckets <= 0) return;
+
+    nBuckets = NBuckets;
+    totalSize = 0;
+
+    buckets = new List<T> *[nBuckets]; //kataskeuazoume ena pinaka apo listes
+    for(int i = 0; i < nBuckets; i++)
+    {
+        buckets[i] = new List<T>();
+    }
+
+    gFunction = hashMethod; //orizoume thn hash function
+}
+
+template <class T>
+HashTable<T>::~HashTable()
+{
+    for(int i = 0; i < nBuckets; i++)
+    {
+        delete buckets[i];
+    }
+    delete []buckets;
+}
+
+template <class T>
+unsigned int HashTable<T>::hashFunction(T key) //epistrefei thn timh ths hash function
+{
+    return gFunction->HashFunctionHash(key);
+}
+
+template <class T>
+int HashTable<T>::get_TotalSize()
+{
+    return totalSize;
+}
+
+template <class T>
+int HashTable<T>::get_nBuckets()
+{
+    return nBuckets;
+}
+
+template <class T>
+HashFunction<T>* HashTable<T>::getHashFunction()
+{
+    return gFunction;
+}
+
+template <class T>
+Node<T>* HashTable<T>::get_bucket(T key) //epistregei thn lista pou antistixei se auto to bucket
+{
+    return buckets[hashFunction(key)]->get_begin();
+}
+
+template <class T>
+List<T>* HashTable<T>::get_bucketList(T key)
+{
+    return buckets[hashFunction(key)];
+}
+
+template <class T>
+void HashTable<T>::insertNode(T data)
+{
+    totalSize++;
+    buckets[hashFunction(data)]->insertEnd(data); //vazei to stoixeio sthn thesi pou leei to hashfunction
+
+}
+
+template <class T>
+bool HashTable<T>::checkEmpty() //elenxei an einai keno to hashtable
+{
+    for(int i=0;i< nBuckets;i++)
+    {
+        if(buckets[i]->checkEmpty())
+        {
+            return true;
+        }
+    }
+
+    return false;
+}
+
+
+template <class T>
+void HashTable<T>::printSizeOfBuckets() //emfanizei to megethos tou kathe bucket
+{
+    for(int i =0; i < nBuckets; i++)
+    {
+        cout<<i<<"     "<<buckets[i]->getSize()<<endl;
+    }
+}
+
+template class HashTable<ClusterNode<Vector*>*>;
+template class HashTable<ClusterNode<Hamming*>*>;
+template class HashTable<ClusterNode<EuclideanNode*>*>;
+template class HashTable<ClusterNode<MatrixPoint*>*>;
+
diff --git a/hashtable.h b/hashtable.h
new file mode 100644
index 0000000..c63441b
--- /dev/null
+++ b/hashtable.h
@@ -0,0 +1,37 @@
+#ifndef Included_HashTable_H
+#define Included_HashTable_H
+
+#include "List.h"
+#include "Node.h"
+#include "hashFunction.h"
+
+template <class T>
+class HashTable //class Hashtable
+{
+    private:
+        int nBuckets; //ari8mos twn buckets
+        int totalSize; //sunoliko mege8os tou hashtable
+        List<T>** buckets; //lista apo buckets 
+        HashFunction<T>* gFunction; //gfunction
+
+        unsigned int hashFunction(T key); //hash function key
+ 
+    public:
+        HashTable(int NBuckets, HashFunction<T>* hashMethod); //constructor
+        ~HashTable(); //destructor
+
+        int get_TotalSize(); //epistrofh total size
+        int get_nBuckets(); //epistrofh ari8mou buckets
+        HashFunction<T>* getHashFunction(); //epistrofh ths gFunction 
+
+        Node<T>* get_bucket(T key); //epistregei thn lista pou antistixei se auto to bucket
+        List<T>* get_bucketList(T key); //epistrofh tou deikth ths listas twn buckets pou anhkei to shmeio 
+
+        void insertNode(T data); //eisagwgh node 
+
+        bool checkEmpty(); //check an einai adeio to hashtable
+        void printSizeOfBuckets(); //ektupwsh tou mege8ous twn buckets 
+};
+
+#endif
+
diff --git a/initialization.cpp b/initialization.cpp
new file mode 100644
index 0000000..d0e17e3
--- /dev/null
+++ b/initialization.cpp
@@ -0,0 +1,264 @@
+#include "initialization.h"
+#include "Node.h"
+#include "psedoRandomNumbers.h"
+#include <iostream>
+#include <limits>
+
+#include "dataTypes.h"
+#include "euclideanNode.h"
+#include "clusterNode.h"
+#include "distancesCalculations.h"
+
+#include "generalFunctions.h"
+
+using namespace std;
+
+template <class T>
+Initialization<T>::Initialization(KMedoids<T>* kMedoid) //constructor
+{
+    kMedoids = kMedoid;
+}
+
+template <class T>
+Initialization<T>::~Initialization() //destructor
+{
+
+}
+
+/*
+template<class T>
+int Initialization<T>::binarySearch(double* distances,  double searchPoint, int start, int end) //binary search gia k-medoids++
+{
+    for(int i =0; i < end; i++)
+    {
+        if(searchPoint < distances[i]) return i;
+    }
+}*/
+
+
+template<class T>
+int Initialization<T>::binarySearch(double* distances,  double searchPoint, int start, int end) //binary search gia k-medoids++
+{
+    int middle = (start + end)/2;
+
+    if(end<=start)
+    {
+        if(distances[end] < searchPoint) return end+1;
+        else return end; //dn mporei na vgei ektos pinaka
+    }
+
+    if(distances[middle] < searchPoint)
+    {
+        return binarySearch(distances, searchPoint, middle +1, end);
+    }
+    else
+    {
+        return binarySearch(distances, searchPoint, start, middle-1);
+    }
+}
+
+
+template <class T>
+void Initialization<T>::initializationPP(List<ClusterNode<T>*>* points) //efarmogh ths me8odou k-medoids ++
+{
+    double* distances =  new double[points->getSize()];
+    double* PMetric =  new double[points->getSize()];
+    double tmpDist;
+    Node<ClusterNode<T>*>* node;
+    ClusterNode<T>* tmp;
+    double randomX;
+    Cluster<T>** clusters = kMedoids->getClusters();
+    int noClusters = kMedoids->getNoClusters();
+
+    tmp = points->getPoint(randomNumberInt(0, points->getSize()-1)); //pairnw tyxaio simeio vhma 1
+
+    clusters[0]->setCentroid(tmp);
+
+    for(int i =0; i < points->getSize(); i++) //arxikopoihsh toy pinaka
+    {
+        distances[i] = std::numeric_limits<double>::max();
+    }
+
+    for(int i=0; i < noClusters-1; i++)
+    {
+        node = points->get_begin();
+        for(int j = 0; j < points->getSize(); j++) //vima 2
+        {
+            tmpDist = kMedoids->getDistance()->distance(node->get_data(), clusters[i]->getCentroid());
+
+            if(tmpDist < distances[j])
+            {
+                distances[j] = tmpDist;
+            }
+            node = node->get_next();
+        }
+
+        PMetric[0] = 0;
+        double maxDist = maxDistance(distances, points->getSize());
+        for(int j=1; j< points->getSize(); j++) //eoxume apo thn arxh n-1 P afou to prwto centroid to pairnoume tyxaia
+        {
+            PMetric[j] = PMetric[j-1] + distances[j]*distances[j]/maxDist; //ypologismos tou P
+        }
+
+        randomX = randomNumberDouble(0, PMetric[points->getSize()-1]);
+
+        tmp = points->getPoint( binarySearch(PMetric, randomX, 0, points->getSize()-1));
+
+
+        clusters[i+1]->setCentroid(tmp);
+    }
+
+    delete[] distances;
+    delete[] PMetric;
+}
+/*
+template<class T>
+void Initialization<T>::initializationConcetrate(List<ClusterNode<T>*>* points) //efarmogh ths me8odou concentrate
+{
+	struct dis
+	{
+		double value;// to v pou upologizoume gia thn euresh twn centroids
+		int position; //ousiastika einai to number tou stoixeiou mias kai exoun perastei me th seira ths listas sta distances
+	};
+
+    Cluster<T>** clusters = kMedoids->getClusters();
+    int noClusters = kMedoids->getNoClusters();
+	int size=points->getSize(); //pairnw to mege8os ths listas twn stoixeiwn
+	double** distances = kMedoids->getDistance()->getArray();
+	dis* v = new dis[size]; // na dw an einai ontws toso to mege8os tou pinaka v, gia apo8hkeush twn timwn tou v
+	double* sum = new double [size];
+	int m=0;
+	int n=0;
+	int d=0;
+	int e=0;
+	double c1=0;
+	double c2=0;
+	int a,b;
+	dis temp;
+    Node<ClusterNode<T>*>* i;
+
+	for(int i=0;i<size;i++) //upologismos twn summaries gia xrhsh ston paranomasth tou tupou gia concentrate init
+	{
+		for(int j=0;j<size;j++)
+		{
+			c1+=distances[i][j];
+		}
+		sum[i]=c1;
+		c1=0;
+	}
+
+	for(m=0;m<size;m++)
+	{
+		for(n=0; n<size;n++)
+		{
+			c2+=(distances[m][n]/sum[n]);
+		}
+		v[m].value=c2;
+		v[m].position=m;
+		c2=0;
+	}
+
+    for(a=0;a<size;a++) //taksinomoume ton pinaka
+    {
+        for(b=0;b<(size-a);b++)
+        {
+            if(b!=(size-1)&&((v[b].value)>(v[b+1].value)))
+            {
+                temp=v[b];
+                v[b]=v[b+1];
+                v[b+1]=temp;
+            }
+        }
+    }
+
+	for(d=0;d<noClusters;d++)
+	{
+		i = points->get_begin();
+		for(e=0;e<v[d].position;e++)
+		{
+			 i = i->get_next();
+
+		}
+		clusters[d]->setCentroid(i->get_data());
+	}
+
+	delete[] sum;
+	delete[] v;
+}
+*/
+
+template<class T>
+void Initialization<T>::initializationConcetrate(List<ClusterNode<T>*>* points) //efarmogh ths me8odou concentrate
+{
+    Cluster<T>** clusters = kMedoids->getClusters();
+    int noClusters = kMedoids->getNoClusters();
+	int size=points->getSize(); //pairnw to mege8os ths listas twn stoixeiwn
+	double** distances;
+	NodeDistance<ClusterNode<T>*>* v = new NodeDistance<ClusterNode<T>*>[size]; // na dw an einai ontws toso to mege8os tou pinaka v, gia apo8hkeush twn timwn tou v
+	double* sum = new double [size];
+
+	double c1, c2;
+	int a,b;
+    Node<ClusterNode<T>*>* tmp;
+    int k;
+
+    k = 0;
+    for(Node<ClusterNode<T>*>* i = points->get_begin(); i != NULL; i = i->get_next())
+    {
+        c1=0;
+        for(Node<ClusterNode<T>*>* j = points->get_begin(); j != NULL; j=j->get_next())
+        {
+            c1+= kMedoids->getDistance()->distance(i->get_data(), j->get_data());
+        }
+        sum[k]=c1;
+        k++;
+    }
+    distances = kMedoids->getDistance()->getArray();
+
+	tmp = points->get_begin();
+	for(int m=0;m<size;m++)
+	{
+        c2=0;
+		for(int n=0; n<size;n++)
+		{
+			c2+=(distances[m][n]/sum[n]);
+		}
+		v[m].dist=c2;
+		v[m].item = tmp->get_data();
+		tmp = tmp->get_next();
+	}
+
+    quickSort(v, 0, size-1);
+
+	for(int i=0;i<noClusters;i++)
+	{
+		clusters[i]->setCentroid(v[i].item);
+	}
+
+	delete[] sum;
+	delete[] v;
+}
+
+template <class T>
+void Initialization<T>::initializationRandom(List<ClusterNode<T>*>* points) //sunarthsh Random gia thn ulopoihsh ths me8odou clara
+{
+    Cluster<T>** clusters = kMedoids->getClusters();
+    int noClusters = kMedoids->getNoClusters();
+    ClusterNode<T>* tmp;
+
+    for(int i =0; i < noClusters; i++)
+    {
+        do
+        {
+            tmp = points->getPoint(randomNumberInt(0, points->getSize()-1)); //epilegw tyxaio centroid
+        }while(kMedoids->isCentroid(tmp)); //koitaw mhpws einai hdh
+
+        clusters[i]->setCentroid(tmp);
+    }
+}
+
+
+template class Initialization<Vector* >;
+template class Initialization<Hamming* >;
+template class Initialization<EuclideanNode* >;
+template class Initialization<MatrixPoint* >;
diff --git a/initialization.h b/initialization.h
new file mode 100644
index 0000000..045ba68
--- /dev/null
+++ b/initialization.h
@@ -0,0 +1,25 @@
+#ifndef Included_INITIALIZATION_H
+#define Included_INITIALIZATION_H
+
+#include "kMedoids.h"
+#include "centroid.h"
+#include "clusterNode.h"
+#include "List.h"
+
+template <class T>
+class Initialization //class gia thn arxikopoihsh twn clusters, periexei ths 2 me8odous arxikopoihshs (k-medoids++ kai concentrate) kai mia sunarthsh pou xrhsimopoieitai sto clara
+{
+    private:
+        KMedoids<T>* kMedoids;
+
+        int binarySearch(double* distances,  double searchPoint, int start, int end); //sunarthsh gia to k-medoids++
+    public:
+        Initialization(KMedoids<T>* kMedoid); //constructor
+        ~Initialization(); //destructor
+
+        void initializationPP(List<ClusterNode<T>*>* points); //arxikopoihsh me k-medoids++
+        void initializationConcetrate(List<ClusterNode<T>*>* points); //arxikopoihsh me concentrate
+        void initializationRandom(List<ClusterNode<T>*>* points); //sunarthsh gia th me8odo clara
+};
+
+#endif
diff --git a/kMedoids.cpp b/kMedoids.cpp
new file mode 100644
index 0000000..6b7d531
--- /dev/null
+++ b/kMedoids.cpp
@@ -0,0 +1,1032 @@
+#include "kMedoids.h"
+#include <string>
+#include <limits>
+#include <iostream>
+#include <fstream>
+#include <sstream>
+#include "dataTypes.h"
+#include "distancesCalculations.h"
+#include "generalFunctions.h"
+#include "initialization.h"
+
+using namespace std;
+
+template <class T>
+KMedoids<T>::KMedoids(List<T>* Points, int numberOfClusters, int noHashTables = 5, int noHashFunction = 4)
+{
+    noClusters = numberOfClusters;
+    clusters = new Cluster<T>*[noClusters];
+    for(int i =0; i < noClusters; i++)
+    {
+        clusters[i] = new Cluster<T>();
+    }
+
+    lshPoints = new List<ClusterNode<T>*>();
+    for(Node<T>* i = Points->get_begin(); i != NULL; i = i->get_next()) //kanw ta simeia Points typou hamming, vector ktl se ClusterNode pou exei ola ta dedomena kai id pou xreiazomai
+    {
+        lshPoints->insertEnd(new ClusterNode<T>(i->get_data()));
+    }
+
+    distances = new Distance<ClusterNode<T>*>(lshPoints); //klash gia ton ypologismo twn apostasewn
+    lsh = new LSH<ClusterNode<T>*>(lshPoints, noHashTables, noHashFunction, distances);
+}
+
+template <class T>
+KMedoids<T>::~KMedoids()
+{
+    ClusterNode<T>* tmp;
+
+    while((tmp = lshPoints->deleteFirstNode()) != NULL)
+    {
+        delete tmp;
+    }
+    delete lshPoints;
+
+    for(int i =0; i< noClusters; i++)
+    {
+        delete clusters[i];
+    }
+
+    delete lsh;
+    delete distances;
+    delete[] clusters;
+}
+
+template <class T>
+void KMedoids<T>::initializationPP() //initialization k-medoids++
+{
+    Initialization<T>* init = new Initialization<T>(this);
+    init->initializationPP(lshPoints);
+    delete init;
+}
+
+template <class T>
+void KMedoids<T>::initializationConcetrate() //initialization concentrate
+{
+    Initialization<T>* init = new Initialization<T>(this);
+    init->initializationConcetrate(lshPoints);
+    delete init;
+}
+
+template <class T>
+List<ClusterNode<T>*>* KMedoids<T>::getLSHPoints()
+{
+    return lshPoints;
+}
+
+template <class T>
+
+Distance<ClusterNode<T>*>* KMedoids<T>::getDistance()
+{
+    return distances;
+}
+
+template <class T>
+Cluster<T>** KMedoids<T>::getClusters()
+{
+    return clusters;
+}
+
+template <class T>
+int KMedoids<T>::getNoClusters()
+{
+    return noClusters;
+}
+
+template <class T>
+void KMedoids<T>::run(InitializationType initial, AssignmentType Assign, UpdateType update, int s = 2) //ektelesh twn sunduasmwn twn me8odwn
+{
+    if(update == Clarans) //sto clarans kalw thn dikia tou sinarthsh
+    {
+        cout<<"clarans"<<endl;
+        clarans(initial, Assign, s);
+        return;
+    }
+
+    Initialization<T>* init = new Initialization<T>(this);
+    if(initial == InitializationPP)
+    {
+        cout<<"PLUS PLUS init"<<endl;
+        init->initializationPP(lshPoints);
+    }
+    else //InitializationConcentrate
+    {
+        cout<<"Concetrate init"<<endl;
+        init->initializationConcetrate(lshPoints);
+    }
+    delete init;
+
+    if(Assign == PamAssign)
+    {
+        cout<<"Pam assign"<<endl;
+        pamAssign();
+    }
+    else //LSHAssign
+    {
+        cout<<"LSH assign"<<endl;
+        lshAssign();
+    }
+
+    if(update == Lloyds)
+    {
+        cout<<"Lloyds"<<endl;
+        updateAllLloyds(Assign);
+    }
+}
+
+template <class T>
+void KMedoids<T>::clarans(InitializationType initial, AssignmentType Assign, int s=2)//clarans
+{
+    if(s<=0) return;
+
+    Initialization<T>* init;
+    ClusterNode<T>** bestCentroids = new ClusterNode<T>*[noClusters];
+    double minObjective = std::numeric_limits<double>::max();
+    double tmpObjective;
+
+    for(int i =0; i < s; i++)
+    {
+        init = new Initialization<T>(this);
+
+        if(initial == InitializationPP) //anathetw ta arxika cetroids
+        {
+            init->initializationPP(lshPoints);
+        }
+        else //InitializationConcentrate
+        {
+            init->initializationConcetrate(lshPoints);
+        }
+        delete init;
+
+        if(Assign == PamAssign) //kanw assign ta shmeia
+        {
+            pamAssign();
+        }
+        else //LSHAssign
+        {
+            lshAssign();
+        }
+
+        updateClarans(max(0.12* noClusters * (lshPoints->getSize() - noClusters), 250.0), Assign);
+        tmpObjective = calculateObjective();
+
+        if(tmpObjective < minObjective)
+        {
+            minObjective = tmpObjective;
+            for(int i = 0; i< noClusters; i++)
+            {
+                bestCentroids[i] = clusters[i]->getCentroid();
+            }
+        }
+    }
+
+    for(int i = 0; i< noClusters; i++) //vazw ta kalytera kentra
+    {
+        clusters[i]->setCentroid(bestCentroids[i]);
+    }
+
+    if(Assign == PamAssign) //ta kanw assign
+    {
+        pamAssign();
+    }
+    else //LSHAssign
+    {
+        lshAssign();
+    }
+
+    delete[] bestCentroids;
+}
+
+template <class T>
+double KMedoids<T>::minDistance() //mikroterh apostash metaksh dyo centroids
+{
+    double minDist = std::numeric_limits<double>::max();
+    double tmpDist;
+
+    for(int i =0; i < noClusters-1; i++) //pairnw kathe kentro
+    {
+        for(int j =i+1; j < noClusters; j++)
+        {
+            tmpDist = distances->distance(clusters[i]->getCentroid(), clusters[j]->getCentroid()); //ypologizw thn metaksy tous apostash
+
+            if(tmpDist < minDist)
+            {
+                minDist = tmpDist;
+            }
+        }
+
+    }
+
+    return minDist;
+}
+
+template <class T>
+double KMedoids<T>::calculateObjective() //ypologizei thn obective timh
+{
+    double sum =0;
+
+    for(int i =0; i < noClusters; i++)
+    {
+        for(Node<ClusterNode<T>*>* j = clusters[i]->getPoints(); j != NULL; j = j->get_next())
+        {
+            sum += j->get_data()->getDistance();
+        }
+    }
+
+    return sum;
+}
+
+template <class T>
+bool KMedoids<T>::isCentroid(ClusterNode<T>* point) //elenxei an to shmeio einai kentro
+{
+    for(int i=0; i < noClusters; i++)
+    {
+        if(clusters[i]->getCentroid() == point)
+        {
+            return true;
+        }
+    }
+    return false;
+}
+/*
+template <class T>
+double KMedoids<T>::meanVector(int centroidPos, int dimension) //no point to use it in hamming
+{
+    double sum = 0;
+
+    for(Node<ClusterNode<T>*>* n=clusters[centroidPos]->getPoints(); n!=NULL; n = n->get_next()) //gia ka8e shmeio pou anhkei sto cluster
+    {
+        sum += n->get_data()->get_coordinance(dimension);
+    }
+
+    return sum;
+}
+
+template <class T>
+void KMedoids<T>::updateLloydsKMeans() //update a la lloyd
+{
+    int dimensions = clusters[0]->getCentroid()->getPoint()->get_dimensions();
+	double meanVectorArray[dimensions];
+	ClusterNode<T>* minCentroid = NULL;
+
+	for(int i=0; i<noClusters; i++) //gia ka8e cluster
+	{
+        for(int j =0; j < dimensions; j++)
+        {
+            meanVectorArray[j] = meanVector(i, j);
+        }
+
+        //new Vector euclideanNode
+    }
+}
+*/
+template <class T>
+void KMedoids<T>::updateLloyds() //update a la lloyd
+{
+	double sum=0;
+	double centroidDistance;
+	double min;
+	ClusterNode<T>* minCentroid = NULL;
+
+	for(int i=0; i<noClusters; i++) //gia ka8e cluster
+	{
+        centroidDistance = 0;
+        min = std::numeric_limits<double>::max();
+
+		for(Node<ClusterNode<T>*>* n=clusters[i]->getPoints(); n!=NULL; n = n->get_next()) //gia ka8e shmeio pou anhkei sto cluster
+		{
+            centroidDistance += distances->distance(clusters[i]->getCentroid(), n->get_data()); //h apostash tou shmeiou apo to kentro tou
+            sum=0;
+			for(Node<ClusterNode<T>*>* m=clusters[i]->getPoints(); m!=NULL; m = m->get_next())
+			{
+				sum += distances->distance(n->get_data(),m->get_data()); //apostash shmeiou apo alla shmeia tou kentrou
+			}
+			sum +=distances->distance(n->get_data(),clusters[i]->getCentroid()); //apostash shmeiou apo to kentro tou
+
+			if(sum<min) //kratame to mikrotero
+			{
+				min=sum;
+                minCentroid = n->get_data();
+			}
+		}
+
+        if(centroidDistance < min) //mporei to kentro na einai hdh to kalytero medoid
+        {
+            minCentroid = clusters[i]->getCentroid();
+        }
+
+		clusters[i]->setCentroid(minCentroid); //kanoume to medoid kentro
+	}
+}
+
+template <class T>
+void KMedoids<T>::updateAllLloyds(AssignmentType Assign) //sunduasmos tou lloyd me pam assign h lsh assign
+{
+    ClusterNode<T>** bestCentroids = new ClusterNode<T>*[noClusters];
+    double bestObjective;
+    double tmpObjective;
+
+    tmpObjective = calculateObjective();
+
+    do
+    {
+        for(int i =0; i < noClusters; i++)
+        {
+            bestCentroids[i] = clusters[i]->getCentroid();
+        }
+
+        bestObjective = tmpObjective;
+        updateLloyds();
+
+        if(Assign == PamAssign)
+        {
+            pamAssign();
+        }
+        else //LSHAssign
+        {
+            lshAssign();
+        }
+
+    }while((tmpObjective = calculateObjective()) < bestObjective); //ama h objective timh ginei megalhterh stamata
+
+    for(int i =0; i < noClusters; i++) //anathesh ton kalyterwn kentrwn
+    {
+        clusters[i]->setCentroid(bestCentroids[i]);
+    }
+
+    if(Assign == PamAssign)
+    {
+        pamAssign();
+    }
+    else //LSHAssign
+    {
+        lshAssign();
+    }
+
+    delete[] bestCentroids;
+}
+
+template <class T>
+void KMedoids<T>::updateClarans(int Q, AssignmentType Assign) //sunduasmos clarans me pam h lsh
+{
+    Cluster<T>* randomCentroid = NULL;
+    ClusterNode<T>* previousCentroid;
+    ClusterNode<T>* randomPoint;
+
+    ClusterNode<T>* bestCenter = NULL;
+    Cluster<T>* bestCluster = NULL;
+
+    double bestObjectValue = calculateObjective();
+    double tmpObjectValue;
+
+    for(int i =0; i < Q; i++)
+    {
+        randomCentroid = clusters[randomNumberInt(0, noClusters-1)]; //pairnw tyxaio kentro
+
+        do
+        {
+            randomPoint = lshPoints->getPoint(randomNumberInt(0, lshPoints->getSize()-1)); //pairnw tyxaio simeio
+
+        }while(isCentroid(randomPoint));  //dn prepei na einai kentro
+
+        previousCentroid = randomCentroid->getCentroid(); //krataw to prohgoumeno kentro
+        randomCentroid->setCentroid(randomPoint); //thetw to tyxaio shmeio kentro
+
+        if(Assign == PamAssign) //kanw assign
+        {
+            pamAssign();
+        }
+        else //LSHAssign
+        {
+            lshAssign();
+        }
+
+        tmpObjectValue = calculateObjective();
+
+        if(tmpObjectValue < bestObjectValue)
+        {
+            bestObjectValue = tmpObjectValue;
+            bestCenter = randomPoint;
+            bestCluster = randomCentroid;
+        }
+
+        randomCentroid->setCentroid(previousCentroid); //ksanavazw to proigoumeno kentro
+
+    }
+
+    if(bestCenter != NULL)//an allakse vazw to neo kentro
+    {
+        bestCluster->setCentroid(bestCenter);
+    }
+
+    if(Assign == PamAssign)
+    {
+        pamAssign();
+    }
+    else //LSHAssign
+    {
+        lshAssign();
+    }
+
+}
+
+template <class T>
+LshAssingNode<T>* elementExists(List<LshAssingNode<T>*>* tmpList, ClusterNode<T>* key) //vriskei an yparxei to key sthn lista apo LshAssignNodes xrhsimopoieitai apo to lshAssign
+{
+    for(Node<LshAssingNode<T>*>* i = tmpList->get_begin(); i!= NULL; i = i->get_next())
+    {
+        if(i->get_data()->getPoint() == key)
+        {
+            return i->get_data(); //epistrefw to stoixeio LshAssignNode
+        }
+    }
+
+    return NULL;
+}
+
+template <class T>
+bool elementExists(List<T>* tmpList, T key) //elenxei an yparxei hdh to stoixeio sthn lista
+{
+    for(Node<T>* i = tmpList->get_begin(); i!= NULL; i = i->get_next())
+    {
+        if(i->get_data() == key)
+        {
+            return true;
+        }
+    }
+
+    return false;
+}
+
+template <class T>
+void KMedoids<T>::pam(ClusterNode<T>** bestCentroids) //pam
+{
+    bool changed;
+
+    double tmpObjectiveFunction;
+    double bestObjectiveFunction;
+
+    Initialization<T>* init = new Initialization<T>(this); //arxikopoihsh twn kentrwn
+    init->initializationRandom(lshPoints);
+    delete init;
+
+    for(int i =0; i < noClusters; i++)
+    {
+        bestCentroids[i] = clusters[i]->getCentroid();
+    }
+
+    pamAssign();
+    bestObjectiveFunction = calculateObjective();
+    do
+    {
+        changed = false;
+        for(int i =0; i < noClusters; i++)
+        {
+            clusters[i]->setCentroid(bestCentroids[i]);
+        }
+
+        for(int i =0; i < noClusters; i++) //dokimazw kathe syndiasmo
+        {
+            for(Node<ClusterNode<T>*>* j = lshPoints->get_begin(); j != NULL; j = j->get_next())
+            {
+                if(isCentroid(j->get_data())) continue; //ama einai kentro to agnow
+
+                clusters[i]->setCentroid(j->get_data());
+                pamAssign();
+
+                tmpObjectiveFunction = calculateObjective();
+
+                if(tmpObjectiveFunction < bestObjectiveFunction)
+                {
+                    bestObjectiveFunction = tmpObjectiveFunction;
+                    bestCentroids[i] = j->get_data();
+                    changed = true; //allakse to objective opote tha ksanaektelestei to loop
+                }
+
+                clusters[i]->setCentroid(bestCentroids[i]); //krataw to kalytero centroid gia to cluster i
+            }
+        }
+
+    }while(changed == true); //ama dn vrethike oute ena kalytero synolo kentrwn stamata thn diadikasia
+
+
+}
+
+//einai o ypologismos tou Dj dn xrhsimopoieitai giati dn dinei swsta apotelesmata
+/*
+template <class T>
+double KMedoids<T>::calculateDifference(int cluster, ClusterNode<T>* prevCenter)
+{
+    double tmpDist;
+    double sumDist = 0;
+    double minDist = std::numeric_limits<double>::max();
+
+    for(int i = 0; i < noClusters; i++)
+    {
+        for(Node<ClusterNode<T>*>* j = clusters[i]->getPoints(); j != NULL; j = j->get_next())
+        {
+            tmpDist =  distances->distance(clusters[cluster]->getCentroid(), j->get_data()); //clusters[i]->getCentroid() einai to t
+
+            if(i == cluster)
+            {
+                if(tmpDist <= j->get_data()->getSecDistance())
+                {
+                    sumDist += tmpDist;
+                }
+                else
+                {
+                    sumDist += j->get_data()->getSecDistance();
+                }
+            }
+            else
+            {
+                if(tmpDist < j->get_data()->getDistance())
+                {
+                    sumDist += tmpDist;
+                }
+                else
+                {
+                    sumDist += j->get_data()->getDistance();
+                }
+
+            }
+        }
+    }
+
+    for(int i=0; i < noClusters; i++)
+    {
+        tmpDist = distances->distance(prevCenter, clusters[i]->getCentroid());
+        if(tmpDist < minDist)
+        {
+            minDist = tmpDist;
+        }
+    }
+    sumDist += minDist;
+
+    return sumDist;
+}
+*/
+
+template <class T>
+void KMedoids<T>::clara(int s = 5) //clara
+{
+    ClusterNode<T>** bestCentroids = new ClusterNode<T>*[noClusters];
+    ClusterNode<T>** currentBestCentroids = new ClusterNode<T>*[noClusters];
+    List<ClusterNode<T>*>* randomList;
+    List<ClusterNode<T>*>* fullList;
+    int randomSample = 40 + 2*noClusters;;
+
+    ClusterNode<T>* tmpNode;
+
+    double bestObjective = std::numeric_limits<double>::max();
+    double currentObjective;
+
+    fullList = lshPoints;
+    for(int i =0; i <s; i++)
+    {
+        randomList = new List<ClusterNode<T>*>();
+
+        for(int j =0; j < randomSample; j++) //dimiourgei tyxaio yposynolo ths listas
+        {
+            do
+            {
+               tmpNode = fullList->getPoint(randomNumberInt(0, fullList->getSize()-1));
+            }while(elementExists(randomList, tmpNode)); //ama to exw parei hdh pairnw kainourgio shmeio
+
+            randomList->insertEnd(tmpNode);
+        }
+
+        //lshPoints = randomList; //nea lista einai to yposynolo
+        pam(currentBestCentroids); //klhsh pam
+
+        for(int j =0; j < noClusters; j++) //vazoume ta kentra pou vrethikan
+        {
+            clusters[j]->setCentroid(currentBestCentroids[j]);
+        }
+
+        lshPoints = fullList; //pairnoume thn arxikh lista
+        pamAssign();
+        currentObjective = calculateObjective();
+
+        if(currentObjective < bestObjective) //an edwse kalyterh objective krataw ta kentra
+        {
+            bestObjective = currentObjective;
+            for(int j = 0; j < noClusters; j++)
+            {
+                bestCentroids[j] = currentBestCentroids[j];
+            }
+        }
+
+        delete randomList;
+    }
+
+    for(int j =0; j < noClusters; j++) //vazoume ta kalytera kentra
+    {
+        clusters[j]->setCentroid(bestCentroids[j]);
+    }
+
+    pamAssign();
+
+    delete[] bestCentroids;
+    delete[] currentBestCentroids;
+
+}
+
+
+template <class T>
+void KMedoids<T>::pamAssign() //pam assign
+{
+    NodeDistance<int> minCentroid;
+	double dist;
+
+	for(int i =0; i < noClusters; i++) //adeiazw ta clusters
+    {
+        clusters[i]->emptyCluster();
+    }
+
+	for(Node<ClusterNode<T>*>* i = lshPoints->get_begin(); i!= NULL; i = i->get_next())
+	{
+        minCentroid.dist = std::numeric_limits<double>::max();
+        if(this->isCentroid(i->get_data())) continue;
+
+		for(int j=0;j<noClusters;j++) //sunexeia mhdenismos mesa sthn for gia na mhn menoun kataloipa apo prohgoumenous upologismous
+		{
+            dist = distances->distance(i->get_data(),clusters[j]->getCentroid());
+            if(dist < minCentroid.dist)
+            {
+                minCentroid.dist = dist;
+                minCentroid.item = j;
+            }
+		}
+
+        /*if(i->get_data() == clusters[minCentroid.item]->getCentroid())
+        {
+            continue;
+        }*/
+        clusters[minCentroid.item]->insertPoint(i->get_data());
+
+		//i->get_data()->setSecCentroid(clusters[y2]->getCentroid());
+		i->get_data()->setDistance(minCentroid.dist);
+		//i->get_data()->setSecDistance(dist[1].value);
+	}
+}
+
+template <class T>
+void KMedoids<T>::lshAssign() //lsh assign
+{
+    List<LshAssingNode<T>*>* resultList = new List<LshAssingNode<T>*>(); //krataei ta apotelesmata twn anathesewn
+    List<ClusterNode<T>*>* tmpList = new List<ClusterNode<T>*>(); //apotelesmata rangequery gia kathe centroid
+    double radius;
+    double tmpDist;
+    LshAssingNode<T>* tmpAssignNode;
+    ClusterNode<T>* tmpClusterNode;
+    int counterAssigPoints, totalAssigned = 0;
+
+
+    for(Node<ClusterNode<T>*>* i = lshPoints->get_begin(); i != NULL; i = i->get_next()) //thetw gia anazhthsh ola ta stoixeia
+    {
+        i->get_data()->setChecked(false);
+    }
+
+    for(int i =0; i < noClusters; i++) //afairw ta kentra apo thn lista gia psaksimo
+    {
+        clusters[i]->getCentroid()->setChecked(true); //thetw to flag true giati dn thelw na elenxw ta kentra
+
+        clusters[i]->emptyCluster(); //adeiazw ta clusters
+    }
+
+    radius = minDistance(); //elaxisth apostash metaksh twn kentrwn
+
+    do
+    {
+        counterAssigPoints = 0;
+
+        while((tmpAssignNode = resultList->deleteFirstNode()) != NULL) //adeiasma listas apotelesmatwn
+        {
+            delete tmpAssignNode;
+        }
+
+        for(int i =0; i < noClusters; i++)
+        {
+
+            while((tmpClusterNode = tmpList->deleteFirstNode()) != NULL){} //adeiazw thn lista gia epistrofh tou radius query
+
+            lsh->rangeSearch(clusters[i]->getCentroid(), tmpList, radius); //rangeQuery
+
+            for(Node<ClusterNode<T>*>* j = tmpList->get_begin(); j!= NULL; j = j ->get_next())
+            {
+                tmpDist = distances->distance(j->get_data(), clusters[i]->getCentroid());
+                tmpAssignNode = elementExists(resultList, j->get_data());
+
+                if(tmpAssignNode != NULL) //yparxei hdh
+                {
+                    if(j->get_data()->getDistance() < tmpAssignNode->getDistance()) //an h apostash tou neou shmeiou einai mikroterh tote to ananewnw
+                    {
+                        counterAssigPoints++; //nea anathesh
+                        tmpAssignNode->setCluster(clusters[i]); //allazw to kentro
+                        tmpAssignNode->setDistance(tmpDist); //allazw thn apostash
+                    }
+                }
+                else
+                {
+                    counterAssigPoints++; //nea anathesh
+                    totalAssigned++;
+
+                    //dhmiourgia neou node me ta stoixeia pou exoun anakalifthei
+                    resultList->insertEnd(new LshAssingNode<T>(clusters[i], j->get_data(), tmpDist));
+                }
+            }
+        }
+        radius *=2;
+
+        for(Node<LshAssingNode<T>*>* j = resultList->get_begin(); j != NULL; j = j->get_next()) //anathesh twn shmeiwn sta clusters
+        {
+            j->get_data()->getPoint()->setChecked(true); //shmeiwse oti exei hdh vrethei
+            j->get_data()->getPoint()->setDistance(j->get_data()->getDistance()); //vazw thn apostash
+            j->get_data()->getCluster()->insertPoint(j->get_data()->getPoint()); //topothethsh tou shmeio sto cluster
+        }
+
+    }while(counterAssigPoints != 0 && lshPoints->getSize()-noClusters > totalAssigned); //ama parw ola ta shmeia 'h dn mou epistefontai kainourgia tote stamata
+
+    if(totalAssigned != lshPoints->getSize() - noClusters) //gia osa simeia dn exoun anatethei
+    {
+        for(Node<ClusterNode<T>*>* i = lshPoints->get_begin(); i != NULL; i = i->get_next())
+        {
+            if(i->get_data()->getChecked()== false) //pairnw osa simeia dn exoun anatethei
+            {
+                if(isCentroid(i->get_data())) continue; //dn theloume na anathesoume ta kentra
+
+                Cluster<T>* centr;
+                double minDistance = std::numeric_limits<double>::max();
+
+                for(int j =0; j < noClusters; j++) //vriskoume to poio kontino kentro kai anathetoume to shmeio
+                {
+                    double tmpDist = distances->distance(i->get_data(), clusters[j]->getCentroid());
+                    if(tmpDist < minDistance)
+                    {
+                        minDistance = tmpDist;
+                        centr = clusters[j];
+                    }
+                }
+
+                i->get_data()->setDistance(minDistance);
+                centr->insertPoint(i->get_data());
+            }
+        }
+
+    }
+
+    //delete listes
+    while((tmpAssignNode = resultList->deleteFirstNode()) != NULL)
+    {
+        delete tmpAssignNode;
+    }
+
+    delete tmpList;
+    delete resultList;
+}
+
+template <class T>
+double KMedoids<T>::calculateSilhouette(ClusterNode<T>* point, int cluster) //calculate silhouette for each point
+{
+    double a, b, s;
+    double minDist = std::numeric_limits<double>::max();
+    double tmpDist;
+    int neighbor;
+    int size=0;
+    double dist = 0;
+
+    if(clusters[cluster]->getNoPoints() == 0) //empty cluster has silhouette -1
+    {
+        return -1;
+    }
+
+    for(Node<ClusterNode<T>*>* m=clusters[cluster]->getPoints();m!=NULL; m = m->get_next())
+    {
+        dist +=distances->distance(point,m->get_data());
+    }
+    dist += distances->distance(point,clusters[cluster]->getCentroid());
+
+    size=clusters[cluster]->getNoPoints();
+    size++;
+    a=dist/size;
+    dist=0; //mporw na balw tous mhdenismous kai sto telos
+
+    for(int j=0;j<noClusters;j++)
+    {
+        if(j == cluster) continue;
+
+        tmpDist = distances->distance(point,clusters[j]->getCentroid()); //idia me to point->get_distance() ?
+        if(tmpDist < minDist)
+        {
+            neighbor = j;
+            minDist = tmpDist;
+        }
+    }
+
+    for(Node<ClusterNode<T>*>* m=clusters[neighbor]->getPoints();m!=NULL;m = m->get_next())
+    {
+        dist += distances->distance(point,m->get_data());
+    }
+    dist += distances->distance(point,clusters[neighbor]->getCentroid());
+    size=clusters[neighbor]->getNoPoints();
+    b=dist/size;
+    dist=0;
+
+    if(a<b)
+    {
+        s=1-a/b;
+    }
+    else if(a==b)
+    {
+        s=0;
+    }
+    else if(a>b)
+    {
+        s=b/a-1;
+    }
+
+    return s;
+}
+
+template <class T>
+void KMedoids<T>::sihouette(double* resultArray) //upologismos tou sunolikou silhouette
+{
+	int i;
+	double sum;
+	double sil;
+	int cl; //cluster size of points.
+
+	for(i=0;i<noClusters;i++)
+	{
+        sil=0;
+		cl=0;
+
+		for(Node<ClusterNode<T>*>* n=clusters[i]->getPoints(); n!=NULL;n = n->get_next())
+		{
+            sil += calculateSilhouette(n->get_data(), i);
+		}
+		sil += calculateSilhouette(clusters[i]->getCentroid(), i);
+
+		cl=clusters[i]->getNoPoints() +1;
+		resultArray[i]=sil/cl; //silhouette ana cluster
+	}
+
+    sum = 0;
+	for(int i =0; i < noClusters; i++)
+	{
+        sum += resultArray[i];
+	}
+
+    resultArray[noClusters] = sum/noClusters;
+}
+
+template <class T> //topo8ethsh tou apotelesmatos sto arxeio e3odou
+void KMedoids<T>::printClusters(string& outputFile, InitializationType init, AssignmentType Assign, UpdateType update, double time, bool complete = false, bool Clara = false)
+{
+    ofstream outFile;
+    double* sil = new double[noClusters+1]; //sto teleutaio stoixeio tha grafei to synoliko silhouette
+
+    outFile.open(outputFile.c_str(), ofstream::out | ofstream::app);
+
+    if(Clara == true)
+    {
+         outFile << "Algorithm: CLARA"<<endl;
+    }
+    else
+    {
+        outFile << "Algorithm: " <<"I"<<init+1<<"A"<<Assign+1<<"U"<<update+1<<endl;
+    }
+
+    for(int i =0; i < noClusters; i++) //grafoume to centroid kai to megethos twn clusters
+    {
+        stringstream ss;
+        ss << i+1;
+        outFile << "CLUSTER-"<<ss.str()<<" {size: "<<clusters[i]->getNoPoints()<<", medoid: "<<clusters[i]->getCentroid()->getPoint()->get_string()<<"}"<<endl;
+    }
+    //grafoume to time
+    outFile<<"clustering_time: "<<time<<endl;
+
+    //grafoume to silhouete
+    sihouette(sil);
+    outFile << "Silhouette: [";
+    for(int i =0; i < noClusters+1; i++)
+    {
+        outFile<<sil[i];
+        if(i != noClusters)
+        {
+            outFile<<", ";
+        }
+    }
+    outFile<<"]"<<endl;
+
+    delete[] sil;
+    outFile<<endl;
+
+    if(!complete)
+    {
+        outFile.close();
+        return;
+    }
+
+    //engrafh twn stoixeion twn clusters
+    for(int i =0; i < noClusters; i++)
+    {
+        stringstream ss;
+        ss << i+1;
+        outFile << "CLUSTER-"<<ss.str()<<" {";
+        for(Node<ClusterNode<T>*>* j = clusters[i]->getPoints(); j != NULL; j = j->get_next())
+        {
+            outFile<<j->get_data()->getPoint()->get_string();
+            if(j->get_next() != NULL)
+            {
+                outFile<<", ";
+            }
+        }
+
+        outFile<<"}"<<endl;
+    }
+
+    outFile<<endl;
+    outFile.close();
+}
+
+template <class T>
+void KMedoids<T>::neighbors(ClusterNode<T>* point, List<ClusterNode<T>*>* resultList)
+{
+    Cluster<T>* cluster = NULL;
+
+    if(resultList == NULL || point == NULL) return;
+
+    for(int i=0; i<noClusters; i++) //search the cluster which contains the point item
+	{
+        if(point->getPoint()->get_string() == clusters[i]->getCentroid()->getPoint()->get_string())  //if its a center
+        {
+            cluster = clusters[i];
+        }
+        for(Node<ClusterNode<T>*>* j=clusters[i]->getPoints(); j!=NULL; j = j->get_next()) //if it belongs to the center
+		{
+            if(point->getPoint()->get_string() == j->get_data()->getPoint()->get_string())
+            {
+                cluster = clusters[i];
+            }
+		}
+    }
+
+    if(cluster == NULL) return; //didnt found it return
+
+    for(Node<ClusterNode<T>*>* j=cluster->getPoints(); j!=NULL; j = j->get_next()) //if it belongs to the center
+    {
+        if(point->getPoint()->get_string() == j->get_data()->getPoint()->get_string()) continue; //if it is the point continue to next
+
+        resultList->insertEnd(j->get_data());
+    }
+
+    if(point->getPoint()->get_string() != cluster->getCentroid()->getPoint()->get_string())  //if its not a center add the center to the list
+    {
+        resultList->insertEnd(cluster->getCentroid());
+    }
+
+}
+
+template <class T>
+void BestNoClusters(List<T>* inputList, int& noClusters, int iterations, InitializationType initial, AssignmentType Assign, UpdateType update)
+{
+    double bestSilhouette = -2;//min value is -1
+    KMedoids<T>* clusters;
+    int randomNOCluster;
+    double* silhouetteResult = new double[(int)sqrt(inputList->getSize())+3];
+
+    for(int i = 0; i < iterations; i++)
+    {
+        //randomNOCluster = 10;
+        randomNOCluster = randomNumberInt(2, sqrt(inputList->getSize()+2));
+        cout<<"i  is "<<i<<endl;
+        clusters = new KMedoids<T>(inputList, randomNOCluster, 5, 4);  //new KMedoids<T>(lshPoints, i, lsh, distanceMatrix);cout<<"E"<<endl;
+
+        clusters->run(initial, Assign, update, 2);
+        clusters->sihouette(silhouetteResult);
+
+        if(silhouetteResult[randomNOCluster] > bestSilhouette)
+        {
+            bestSilhouette = silhouetteResult[randomNOCluster];
+            noClusters = randomNOCluster;
+        }
+
+        delete clusters;
+    }
+
+
+    delete[] silhouetteResult;
+}
+
+
+template class KMedoids<Vector* >;
+template class KMedoids<Hamming* >;
+template class KMedoids<EuclideanNode* >;
+template class KMedoids<MatrixPoint* >;
+
+template void BestNoClusters(List<Hamming*>* inputList, int& noClusters, int iterations, InitializationType initial, AssignmentType Assign, UpdateType update);
+template void BestNoClusters(List<EuclideanNode*>* inputList, int& noClusters, int iterations, InitializationType initial, AssignmentType Assign, UpdateType update);
+template void BestNoClusters(List<Vector*>* inputList, int& noClusters, int iterations, InitializationType initial, AssignmentType Assign, UpdateType update);
+
diff --git a/kMedoids.h b/kMedoids.h
new file mode 100644
index 0000000..f7c9da9
--- /dev/null
+++ b/kMedoids.h
@@ -0,0 +1,121 @@
+#ifndef Included_KMEDOIDS_H
+#define Included_KMEDOIDS_H
+
+#include "centroid.h"
+#include "List.h"
+#include "lsh.h"
+
+enum InitializationType //orismos duo pi8anwn timwn gia thn initialization (xrhsimeuei sto na ginoun oi aparaithtoi sunduasmoi gia thn askhsh)
+{
+  InitializationPP,
+  InitializationConcentrate
+};
+
+enum AssignmentType //orismos duo pi8anwn timwn gia thn Assignment
+{
+  PamAssign,
+  LSHAssign
+};
+
+enum UpdateType //orismos duo pi8anwn timwn gia thn Update
+{
+  Lloyds,
+  Clarans
+};
+
+template <class T>
+class LshAssingNode //orismos class LshAssingNode eidikh gia th xrhsh ths me8odou LSH
+{
+    private:
+        ClusterNode<T>* point;
+        Cluster<T>* cluster;
+        double distance;
+    public:
+        LshAssingNode(Cluster<T>* Cluster, ClusterNode<T>* Point, double dist)
+        {
+            cluster = Cluster;
+            point = Point;
+            distance = dist;
+
+        }
+
+        ClusterNode<T>* getPoint()
+        {
+            return point;
+        }
+
+        Cluster<T>* getCluster()
+        {
+            return cluster;
+        }
+        double getDistance()
+        {
+            return distance;
+        }
+
+        void setCluster(Cluster<T>* Cluster)
+        {
+            cluster = Cluster;
+        }
+
+        void setDistance(double dist)
+        {
+            distance = dist;
+        }
+};
+
+template <class T>
+class KMedoids //class KMedoids gia thn sustadopoihsh twn dedomenwn
+{
+    private:
+        Cluster<T>** clusters; //pinakas apo clusters
+        int noClusters; //ari8mos twn clusters
+        List<ClusterNode<T>*>* lshPoints; //shmeia twn clusters
+        LSH<ClusterNode<T>*>* lsh; //lsh class
+        Distance<ClusterNode<T>*>* distances; //pinakas apostasewn
+
+        double minDistance(); //elaxisth apostash dyo centroid
+
+    public:
+        KMedoids(List<T>* Points, int numberOfClusters, int noHashTables, int noHashFunction); //constructor
+        ~KMedoids(); //destructor
+
+        Cluster<T>** getClusters(); //epistrofh deikth sthn arxh tou pinaka twn clusters
+        int getNoClusters(); //epistrofh tou ari8mou twn clusters
+
+        void initializationPP(); //arxikopoihsh k-medoids++
+        void initializationConcetrate(); //arxikopoihsh concentrate
+
+        Distance<ClusterNode<T>*>* getDistance(); //epistrofh tou class distance gia ypologismo apostasewn dyo shmeiwn
+        List<ClusterNode<T>*>* getLSHPoints(); //epistrofh ths listas twn shmeiwn pou dwthikan ws eisodo
+        void run(InitializationType initial, AssignmentType Assign, UpdateType update, int s); //ektelesh twn me8odwn
+        void clarans(InitializationType initial, AssignmentType Assign, int s); // ektelesh clarans me tous pi8anous sunduasmous initialization kai assignmet
+
+        //assign
+        void pamAssign();//me8odos pam
+        void lshAssign(); //me8odos lsh
+
+        void printClusters(std::string& outputFile, InitializationType init, AssignmentType Assign, UpdateType update, double time, bool complete, bool Clara); //ektupwsh twn clusters sto output file
+
+        double calculateObjective(); //upologismos objective function
+        double calculateDifference(int cluster, ClusterNode<T>* prevCenter); //upologismos diaforas, gia Dj
+        bool isCentroid(ClusterNode<T>* point); //boolean elegxos an to shmeio einai kentroeides
+
+
+        void updateClarans(int Q, AssignmentType Assign); //me8odos update clarans
+        void updateLloyds(); //me8odos update lloyd's
+        void updateAllLloyds(AssignmentType Assign); //sunduasmos me tis pi8anes me8odous assign
+
+        void sihouette(double* resultArray); //silhouette
+        double calculateSilhouette(ClusterNode<T>* point, int cluster); //upologismos tou silhouette gia to ekastote shmeio
+        void pam(ClusterNode<T>** bestCentroids); // pam
+
+        void clara(int s); //me8odos clara
+
+        void neighbors(ClusterNode<T>* point, List<ClusterNode<T>*>* resultList);
+};
+
+template <class T>
+void BestNoClusters(List<T>* inputList, int& noClusters, int iterations, InitializationType initial, AssignmentType Assign, UpdateType update);
+
+#endif
diff --git a/lsh.cpp b/lsh.cpp
new file mode 100644
index 0000000..c3dd615
--- /dev/null
+++ b/lsh.cpp
@@ -0,0 +1,427 @@
+#include <math.h>
+#include <limits>
+#include "lsh.h"
+#include <ctime>
+
+using namespace std;
+
+//prototypo gia ton constructor ths LSH, ton eidikeuoume gia kathe periptwsh
+template <class T>
+LSH<T>::LSH(List<T>* Input,  int L1, int K1, Distance<T>* Distances):L(L1), K(K1)
+{
+    hashtables = NULL;
+}
+
+
+template <>
+LSH<ClusterNode<Hamming*>*>::LSH(List<ClusterNode<Hamming*>*>* Input, int L1, int K1, Distance<ClusterNode<Hamming*>*>* Distances): L(L1), K(K1)
+{
+    const int noBuckets = pow(2, K);
+    const int noBits = Input->get_begin()->get_data()->getPoint()->get_noBits();
+    HashFunction<ClusterNode<Hamming*>*>* hashFunct;
+
+    input = Input;
+
+    hashtables = new HashTable<ClusterNode<Hamming*>*>*[L]; //kataskeuazoume ena pinaka apo listes
+    for(int i = 0; i < L; i++) //kataskeuazoume L hashtable
+    {
+        hashFunct = new HashFunction<ClusterNode<Hamming*>*>(K, noBits); //thn hamming hash function
+        hashtables[i] = new HashTable<ClusterNode<Hamming*>*>(noBuckets, hashFunct);
+    }
+
+    initializeHashtables();
+    distances = Distances;
+}
+
+template <>
+LSH<ClusterNode<Vector*>*>::LSH(List<ClusterNode<Vector*>*>* Input, int L1, int K1, Distance<ClusterNode<Vector*>*>* Distances):L(L1), K(K1)
+{
+    const int noBuckets = pow(2, K);
+    const int dimensions = Input->get_begin()->get_data()->getPoint()->get_dimensions();
+    HashFunction<ClusterNode<Vector*>*>* hashFunct;
+
+    input = Input;
+
+    hashtables = new HashTable<ClusterNode<Vector*>*>*[L]; //kataskeuazoume ena pinaka apo listes
+    for(int i = 0; i < L; i++) //kataskeuazoume L hashtable
+    {
+        hashFunct = new HashFunction<ClusterNode<Vector*>*>(K, dimensions); //thn cosine hash function
+        hashtables[i] = new HashTable<ClusterNode<Vector*>*>(noBuckets, hashFunct);
+    }
+
+    initializeHashtables();
+    distances = Distances;
+
+}
+/*
+template <>
+void LSH<EuclideanNode*>::initializeHashtables()
+{
+    Node<EuclideanNode*>* node = input->get_begin();
+    EuclideanNode* tmpNode;
+    int sizeList = input->getSize();
+    for(int i =0; i <sizeList; i++) //vazoyme kathe stoixeio se ola ta hashtable pou ftiaksame
+    {
+        for(int j = 0; j < L; j++)
+        {
+            tmpNode = new EuclideanNode(node->get_data()->get_vector()); //ftiaxnw neo stoixeio giati se kathe table tha exoun diaforetiko ID
+            input->insertEnd(tmpNode); //to vazw se lista gia diagrafh argotera
+
+            hashtables[j]->insertNode(tmpNode);
+        }
+        node=node->get_next();
+    }
+}*/
+
+template <>
+LSH<ClusterNode<EuclideanNode*>*>::LSH(List<ClusterNode<EuclideanNode*>*>* Input, int L1, int K1, Distance<ClusterNode<EuclideanNode*>*>* Distances):L(L1), K(K1)
+{
+    const int noBuckets = Input->getSize()/32; // n/8, opou n to synolo twn stoixeiwn
+    const int dimensions = Input->get_begin()->get_data()->getPoint()->get_vector()->get_dimensions();
+    HashFunction<ClusterNode<EuclideanNode*>*>* hashFunct;
+
+    input = Input;
+
+    hashtables = new HashTable<ClusterNode<EuclideanNode*>*>*[L]; //kataskeuazoume ena pinaka apo listes
+    for(int i = 0; i < L; i++) //kataskeuazoume L hashtable
+    {
+        hashFunct = new HashFunction<ClusterNode<EuclideanNode*>*>(K, dimensions, 4, noBuckets); //thn eukleidia hash function
+        hashtables[i] = new HashTable<ClusterNode<EuclideanNode*>*>(noBuckets, hashFunct);
+    }
+
+    /*Node<EuclideanNode*>* node = input->get_begin();
+    EuclideanNode* tmpNode;
+    int sizeList = input->getSize();
+    for(int i =0; i <sizeList; i++) //vazoyme kathe stoixeio se ola ta hashtable pou ftiaksame
+    {
+        for(int j = 0; j < L; j++)
+        {
+            tmpNode = new EuclideanNode(node->get_data()->get_vector()); //ftiaxnw neo stoixeio giati se kathe table tha exoun diaforetiko ID
+            input->insertEnd(tmpNode); //to vazw se lista gia diagrafh argotera
+
+            hashtables[j]->insertNode(tmpNode);
+        }
+        node=node->get_next();
+    }*/
+
+    initializeHashtables();
+    distances = Distances;
+}
+
+template <>
+LSH<ClusterNode<MatrixPoint*>*>::LSH(List<ClusterNode<MatrixPoint*>*>* Input, int L1, int K1, Distance<ClusterNode<MatrixPoint*>*>* Distances):L(L1), K(K1)
+{
+    const int noBuckets = pow(2, K);
+    HashFunction<ClusterNode<MatrixPoint*>*>* hashFunct;
+
+    input = Input;
+
+    hashtables = new HashTable<ClusterNode<MatrixPoint*>*>*[L]; //kataskeuazoume ena pinaka apo listes
+    for(int i = 0; i < L; i++) //kataskeuazoume L hashtable
+    {
+        hashFunct = new HashFunction<ClusterNode<MatrixPoint*>*>(K, input); //thn matrix hash function
+        hashtables[i] = new HashTable<ClusterNode<MatrixPoint*>*>(noBuckets, hashFunct);
+    }
+
+    initializeHashtables();
+    distances = Distances;
+}
+
+template <class T>
+LSH<T>::~LSH()
+{
+    if(hashtables == NULL) return;
+
+    for(int i =0; i < L; i++)
+    {
+        delete hashtables[i]->getHashFunction();
+        delete hashtables[i];
+    }
+    delete []hashtables;
+}
+
+template<class T>
+void LSH<T>::runLSH(std::ofstream& outFile, List<T>* Search, double radius)
+{
+    double aproxDistance, trueDistance;
+    T aproxNear;
+    T trueNear;
+    List<T>* result= new List<T>();
+    clock_t begin, end;
+    double LSHTime, BruteTime;
+
+    for(Node<T>* i = Search->get_begin(); i != NULL; i = i->get_next()) //gia kathe simeio sto query list
+    {
+        rangeSearch(i->get_data(), result, radius); //anazhthsh R geitonwn
+        begin = clock();
+        aproxDistance = AproxNN(i->get_data(), aproxNear);  //aproximate nearest neighbor
+        end = clock();
+        LSHTime = (double)(end-begin)/CLOCKS_PER_SEC; //ypologizw ton xrono
+        begin = clock();
+        trueDistance = TrueNN(i->get_data(), trueNear); //pragmatika kontinoteros
+        end = clock();
+        BruteTime = (double)(end-begin)/CLOCKS_PER_SEC;
+
+        //grafoume ta apotelesmata sto arxeio
+        writeFile(outFile, i->get_data(), result, aproxNear, aproxDistance, trueDistance, LSHTime, BruteTime);
+
+        while(result->deleteFirstNode() != NULL) //adeiazw thn lista gia to epomeno query point
+        {
+        }
+    }
+
+    delete result;
+}
+
+
+template<class T>
+double LSH<T>::EuclideanNNTrick(T key, T& aproxNear) //mono prototypo gia thn eukleidia
+{
+    return-1;
+}
+/*
+template<>
+double LSH<EuclideanNode*>::EuclideanNNTrick(EuclideanNode* key, EuclideanNode*& aproxNear)
+{
+    EuclideanNode* minElement = NULL;
+    double minDistance = std::numeric_limits<double>::max();
+    double tmpDistance;
+
+    for(int i = 0; i < L; i++)
+    {
+        for(Node<EuclideanNode*>* j = hashtables[i]->get_bucket(key); j != NULL; j =j->get_next())
+        {
+            if(j->get_data() == NULL) continue; //barrier
+            if(j->get_data()->get_ID() != key->get_ID()) continue;
+
+            tmpDistance = distance(j->get_data(), key);
+            if(tmpDistance < minDistance)
+            {
+                minElement = j->get_data();
+                minDistance = tmpDistance;
+            }
+        }
+    }
+
+    aproxNear= minElement;
+    return minDistance;
+}*/
+
+//allages gia thn periptwsh ths eukleidias
+/*template<>
+void LSH<EuclideanNode*>::runLSH(std::ofstream& outFile, List<EuclideanNode*>* Search, double radius)
+{
+    double aproxDistance, trueDistance;
+    EuclideanNode* aproxNear = NULL;
+    EuclideanNode* trueNear = NULL;
+    List<EuclideanNode*>* result= new List<EuclideanNode*>();
+    clock_t begin, end;
+    double LSHTime, BruteTime;
+
+
+    for(Node<EuclideanNode*>* i = Search->get_begin(); i != NULL; i = i->get_next())
+    {
+        rangeSearch(i->get_data(), result, radius); //anazhthsh R geitonwn
+
+        begin = clock();
+        //exw ylopoihsei to trick alla merikes fores dn vriskei ta kalytera apotelesmata opote to vazw san sxolio
+
+        /*aproxDistance = EuclideanNNTrick(i->get_data(), aproxNear);
+        if(aproxNear == NULL) //dn vrikame kati me to trick
+        {
+            aproxDistance = AproxNN(i->get_data(), aproxNear);
+        }*/
+  /*      aproxDistance = AproxNN(i->get_data(), aproxNear); //ypologizw ton aproximate NN
+        end = clock();
+
+        LSHTime = (double)(end-begin)/CLOCKS_PER_SEC;
+        begin = clock();
+        trueDistance = TrueNN(i->get_data(), trueNear); // ypologizw ton pragrmatika kontinotero
+        end = clock();
+        BruteTime = (double)(end-begin)/CLOCKS_PER_SEC;
+
+        //grapsimo se arxeio
+        writeFile(outFile, i->get_data(), result, aproxNear, aproxDistance, trueDistance, LSHTime, BruteTime);
+
+
+        while(result->deleteFirstNode() != NULL) //adeiazw thn lista gia to epomeno query point
+        {
+        }
+
+    }
+
+    delete result;
+}*/
+
+template<class T>
+void LSH<T>::writeFile(std::ofstream& outFile, T queryPoint, List<T>* rangeNeigtbours, T aproxVector, double aproxDistance,  double trueDistance, double LSHTime, double bruteTime)
+{//grafei sto arxeio thn eksodo tou query point
+    outFile << "Query: " << queryPoint->getPoint()->get_string()<<endl;
+    outFile << "R-near neighbors:"<<endl;
+    for(Node<T>* i = rangeNeigtbours->get_begin(); i != NULL; i = i->get_next())
+    {
+        outFile<<i->get_data()->getPoint()->get_string()<<endl;
+    }
+
+    if(aproxDistance == std::numeric_limits<double>::max()) //dn vrethike
+    {
+        outFile << "Nearest neighbor: not found"<<endl;
+        outFile << "DistanceLSH: not found"<<endl;
+    }
+    else
+    {
+        outFile << "Nearest neighbor: "<<aproxVector->getPoint()->get_string()<<endl;
+        outFile << "DistanceLSH: "<<aproxDistance<<endl;
+    }
+
+    outFile << "DistanceTrue: "<<trueDistance<<endl;
+    outFile << "tLSH: "<< LSHTime<<endl;
+    outFile << "tTrue: " << bruteTime<<endl;
+    outFile<<endl;
+}
+
+
+template <class T>
+void LSH<T>::getAll(T key, List<T>* result)//void LSH<T>::rangeSearchBarrier(T key, List<T>* result, double radius)
+{
+    List<T>* tmpList;
+    T data;
+    Node<T>* tmp;
+    double dist;
+
+    for(int i = 0; i < L; i++)
+    {
+        tmpList = hashtables[i]->get_bucketList(key);
+
+        for(Node<T>* j = hashtables[i]->get_bucket(key); j != NULL; j=j->get_next())
+        {
+            if(j->get_data()->getPoint()->get_string() == key->getPoint()->get_string()) continue; //an einai to idio to agnow
+            if(elementExists(result, j->get_data())) continue; //yparxei hdh ara dn to vazw sthn lista
+
+            result->insertEnd(j->get_data());
+        }
+
+    }
+}
+
+
+template <class T>
+void LSH<T>::rangeSearch(T key, List<T>* result, double radius)//void LSH<T>::rangeSearchBarrier(T key, List<T>* result, double radius)
+{
+    List<T>* tmpList;
+    T data;
+    Node<T>* tmp;
+    double dist;
+
+    for(int i = 0; i < L; i++)
+    {
+        tmpList = hashtables[i]->get_bucketList(key);
+
+        for(Node<T>* j = hashtables[i]->get_bucket(key); j != NULL; j=j->get_next())
+        {
+            if(j->get_data()->getPoint()->get_string() == key->getPoint()->get_string()) continue; //an einai to idio to agnow
+            if(j->get_data()->getChecked()) //an exei elenxthei tote dn to ksanaelenxw
+            {
+                continue;
+            }
+
+            if(distances->distance(j->get_data(), key) < radius)
+            {
+                if(elementExists(result, j->get_data())) continue; //yparxei hdh ara dn to vazw sthn lista
+                result->insertEnd(j->get_data());
+            }
+        }
+
+    }
+}
+
+template <class T>
+double LSH<T>::TrueNN(T key, T& aproxNear) //brute force gia pragmatika kontinotero
+{
+    double minDistance = std::numeric_limits<double>::max(); //dinoume thn megalyterh timh pou mporei na parei o double
+    double tmpDistance;
+
+    for(Node<T>*i = input->get_begin(); i != NULL; i = i->get_next())
+    {
+        tmpDistance = distances->distance(i->get_data(), key);
+
+        if(tmpDistance < minDistance)
+        {
+            minDistance = tmpDistance;
+            aproxNear = i->get_data();
+        }
+    }
+
+    return minDistance;
+}
+
+template <class T>
+double LSH<T>::AproxNN(T key, T& aproxNear) //epistrefei ton kontinotero symfwna me to lsh
+{
+    T minElement = 0;
+    double minDistance = std::numeric_limits<double>::max();
+    double tmpDistance;
+    int totalItems = 0;
+
+    for(int i = 0; i < L; i++)
+    {
+        for(Node<T>* j = hashtables[i]->get_bucket(key); j != NULL; j =j->get_next())
+        {
+            if(j->get_data() == NULL) continue; //barrier
+           /* if(totalItems > 3*L) //orio gia to plithos twn elenxwn
+            {
+                totalItems++;
+                aproxNear = minElement;
+                delete tmpList;
+                return minDistance;
+            }*/
+
+            tmpDistance = distances->distance(j->get_data(), key);
+            if(tmpDistance < minDistance)
+            {
+                minElement = j->get_data();
+                minDistance = tmpDistance;
+            }
+        }
+    }
+
+    aproxNear= minElement;
+    return minDistance;
+}
+
+template <class T>
+void LSH<T>::initializeHashtables()
+{
+    for(Node<T>* i = input->get_begin(); i != NULL; i = i->get_next()) //vazoyme kathe stoixeio se ola ta hashtable pou ftiaksame
+    {
+        for(int j = 0; j < L; j++)
+        {
+            hashtables[j]->insertNode(i->get_data());
+        }
+    }
+}
+
+template <class T>
+bool LSH<T>::elementExists(List<T>* tmpList, T key) //elenxei an yparxei hdh to stoixeio sthn lista
+{
+    for(Node<T>* i = tmpList->get_begin(); i!= NULL; i = i->get_next()) //pairnw ta stoixeia pou exoun elengthei
+    {
+        if(i->get_data() == key)//if(i->get_data()->getPoint()->get_string() == key->getPoint()->get_string())
+        {
+            return true;
+        }
+    }
+
+    return false;
+}
+
+template <class T>
+void LSH<T>::printSizeOfBuckets()
+{
+    hashtables[0]->printSizeOfBuckets();
+}
+
+template class LSH<ClusterNode<Vector*>*>;
+template class LSH<ClusterNode<Hamming*>*>;
+template class LSH<ClusterNode<EuclideanNode*>*>;
+template class LSH<ClusterNode<MatrixPoint*>*>;
diff --git a/lsh.h b/lsh.h
new file mode 100644
index 0000000..f403da9
--- /dev/null
+++ b/lsh.h
@@ -0,0 +1,41 @@
+#ifndef Included_Lsh_H
+#define Included_Lsh_H
+
+#include <fstream>
+#include "dataTypes.h"
+#include "List.h"
+#include "hashtable.h"
+#include "clusterNode.h"
+#include "distancesCalculations.h"
+
+template<class T>
+class LSH //class lsh
+{
+    private:
+        const int L;
+        const int K;
+
+        HashTable<T>** hashtables; //pinakas apo hashtables
+        List<T>* input; //eisodos
+        Distance<T>* distances; //apostash
+
+        bool elementExists(List<T>* tmpList, T key);
+        double EuclideanNNTrick(T key, T& aproxNear);
+        void initializeHashtables();
+
+    public:
+        LSH(List<T>* Input, int L1, int K1, Distance<T>* Distances);
+        ~LSH();
+
+        void runLSH(std::ofstream& outFile, List<T>* Search, double radius);
+        void writeFile(std::ofstream& outFile, T queryPoint, List<T>* rangeNeigtbours, T aproxVector, double aproxDistance,  double trueDistance, double LSHTime, double bruteTime);
+        void rangeSearch(T key, List<T>* result, double radius);
+        void getAll(T key, List<T>* result); //returns all items which are in the same bucket as key
+
+        double AproxNN(T key, T& aproxNear);
+        double TrueNN(T key, T& aproxNear);
+
+        void printSizeOfBuckets();
+};
+
+#endif
diff --git a/main.cpp b/main.cpp
new file mode 100644
index 0000000..4c0a898
--- /dev/null
+++ b/main.cpp
@@ -0,0 +1,250 @@
+#include <iostream>
+#include <stdlib.h>
+#include "List.h"
+#include "dataTypes.h"
+#include "Node.h"
+#include "centroid.h"
+#include "lsh.h"
+#include "clusterNode.h"
+#include "euclideanNode.h"
+#include "kMedoids.cpp"
+#include "readFile.h"
+#include "generalFunctions.h"
+
+using namespace std;
+
+template <class T>
+void callClusterFunctions(KMedoids<T>* kmedoid, string& outputFile, bool complete, int s);
+
+int main(int argc, char *argv[])
+{
+    ifstream inFile;
+    ifstream configFile;
+    ofstream outFile;
+    string inputFile="", configurationFile="", outputFile = "";
+    bool complete = false;
+    string type;
+    int noClusters;
+    int L = 5, K = 4;
+    int claransSample = -1; //Q, plithos stoixeiwn pou tha dokimasei to clarans
+    int claransIterations = 2; //s, plithos epanalipsewn
+    Hamming* tmpHamming;
+    Vector* tmpVector;
+    MatrixPoint* tmpMatrix;
+    List<Vector*>* myList1;
+    List<Hamming*>* myList2;
+    List<MatrixPoint*>* myList3;
+
+    initialize(); //arxikopoiei thn srand
+
+    if (argc < 7 || argc > 8)
+    {
+        cout<<"Please give all attributes –d <input file> –c <configuration file> -o <output file> -complete"<<endl;
+        exit(1);
+    }
+
+    for(int i=1; i < argc; i++)
+    {
+        if(strcmp(argv[i], "-complete") == 0)
+        {
+            complete = true;
+        }
+
+        if(i+1 != argc) // an dn einai to teleutaio
+        {
+            if(strcmp(argv[i], "-d") == 0)
+            {
+                inputFile = argv[i+1];
+            }
+            else if(strcmp(argv[i], "-c") == 0)
+            {
+                configurationFile = argv[i+1];
+            }
+            else if(strcmp(argv[i], "-o") == 0)
+            {
+                outputFile = argv[i+1];
+            }
+        }
+    }
+    if(inputFile == ""|| configurationFile==""||outFile=="") //kapoio argument dn dwthhke swsta
+    {
+        perror("Arguments dont match");
+        exit(2);
+    }
+
+    inFile.open(inputFile.c_str());
+    configFile.open(configurationFile.c_str());
+    outFile.open(outputFile.c_str());
+
+    if(inFile.is_open() == false || configFile.is_open() == false ||outFile.is_open()==false) //elenxos an ontws ta arxeia yparxoun
+    {
+        perror("Cant open files");
+        exit(3);
+    }
+    outFile.close();
+
+    myList1 = new List<Vector*>();
+    myList2 = new List<Hamming*>();
+    myList3 = new List<MatrixPoint*>();
+
+    //diavasma tou input file
+    if(readFile(inFile, type, myList1, myList2, myList3))
+    {
+        perror("Error data of input file");
+        exit(4);
+    }
+
+    inFile.close();
+
+
+
+    //diavasma tou config file
+    if(readFileConfig(configFile, noClusters, K, L, claransSample, claransIterations))
+    {
+        perror("Error data of config file");
+        exit(4);
+    }
+
+    if(claransSample == -1) //an dn diavastike to claransSample pairnei default timh
+    {
+        int listSize = max(myList1->getSize(), myList2->getSize());
+        listSize = max(listSize, myList3->getSize());
+        claransSample = max(0.12* noClusters * (listSize - noClusters), 250.0);
+    }
+
+    configFile.close();
+
+    if(type =="hamming") //ta dedomena einai hamming
+    {
+        cout<<"hamming"<<endl;
+        KMedoids<Hamming*>* kmedoids = new KMedoids<Hamming*>(myList2, noClusters, L, K);
+
+        callClusterFunctions(kmedoids, outputFile, complete, claransIterations);
+
+        delete kmedoids;
+    }
+    else if(type == "cosine") //ta dedomena einai cosine
+    {
+        cout<<"cosine"<<endl;
+        KMedoids<Vector*>* kmedoids = new KMedoids<Vector*>(myList1, noClusters, L, K);
+
+        callClusterFunctions(kmedoids, outputFile, complete, claransIterations);
+
+        delete kmedoids;
+    }
+    else if(type == "euclidean") //ta dedomena einai euclidean
+    {
+        cout<<"euclidean"<<endl;
+        EuclideanNode* tmpEuclid;
+
+        List<EuclideanNode*>* euclideanList = new List<EuclideanNode*>(); //ftiaxnw thn eukleidio node
+        for(Node<Vector*>*i=myList1->get_begin(); i!=NULL; i =i->get_next())
+        {
+            euclideanList->insertEnd(new EuclideanNode(i->get_data()));
+        }
+
+        KMedoids<EuclideanNode*>* kmedoids = new KMedoids<EuclideanNode*>(euclideanList, noClusters, L, K);
+
+        callClusterFunctions(kmedoids, outputFile, complete, claransIterations);
+
+        while((tmpEuclid = euclideanList->deleteFirstNode()) != NULL) //diagrafw ta euclideanNode
+        {
+            delete tmpEuclid;
+        }
+
+        delete euclideanList;
+        delete kmedoids;
+    }
+    else if(type == "matrix")
+    {
+        cout<<"matrix"<<endl;
+        KMedoids<MatrixPoint*>* kmedoids = new KMedoids<MatrixPoint*>(myList3, noClusters, L, K);
+
+        callClusterFunctions(kmedoids, outputFile, complete, claransIterations);
+
+        delete kmedoids;
+    }
+
+    //diagrafw tis listes me ta stoixeia
+    while((tmpHamming = myList2->deleteFirstNode()) != NULL)
+    {
+        delete tmpHamming;
+    }
+
+    while((tmpVector = myList1->deleteFirstNode()) != NULL)
+    {
+        delete tmpVector;
+    }
+
+    while((tmpMatrix = myList3->deleteFirstNode()) != NULL)
+    {
+        delete tmpMatrix;
+    }
+
+    delete myList1;
+    delete myList2;
+    delete myList3;
+}
+
+template <class T>
+void callClusterFunctions(KMedoids<T>* kmedoid, string& outputFile, bool complete, int s) //klhsh olwn twn syndiasmwn
+{
+    double time;
+    clock_t begin, end;
+
+    begin = clock();
+    kmedoid->run(InitializationPP, PamAssign, Lloyds);
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationPP, PamAssign, Lloyds, time, complete); //grapsimo sto arxeio
+
+
+    begin = clock();
+    kmedoid->run(InitializationPP, PamAssign, Clarans, s);
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationPP, PamAssign, Clarans, time, complete);
+
+    begin = clock();
+    kmedoid->run(InitializationPP, LSHAssign, Lloyds);
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationPP, LSHAssign, Lloyds, time, complete);
+
+    begin = clock();
+    kmedoid->run(InitializationPP, LSHAssign, Clarans, s);
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationPP, LSHAssign, Clarans, time, complete);
+
+    begin = clock();
+    kmedoid->run(InitializationConcentrate, PamAssign, Lloyds);
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationConcentrate, PamAssign, Lloyds, time, complete);
+
+    begin = clock();
+    kmedoid->run(InitializationConcentrate, PamAssign, Clarans, s);
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationConcentrate, PamAssign, Clarans, time, complete);
+
+    begin = clock();
+    kmedoid->run(InitializationConcentrate, LSHAssign, Lloyds);
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationConcentrate, LSHAssign, Lloyds, time, complete);
+
+    begin = clock();
+    kmedoid->run(InitializationConcentrate, LSHAssign, Clarans, s);
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationConcentrate, LSHAssign, Clarans, time, complete);
+
+    begin = clock();
+    kmedoid->clara();
+    end = clock();
+    time = (double)(end-begin)/CLOCKS_PER_SEC;
+    kmedoid->printClusters(outputFile, InitializationPP, PamAssign, Clarans, time, complete, true); //den paizoun rolo ta arguments gia InitializationPP, PamAssign, Clarans afou valame true to teleutaio bool
+}
+
diff --git a/papers/2.cluster.pdf b/papers/2.cluster.pdf
new file mode 100644
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HcmV?d00001

diff --git a/psedoRandomNumbers.cpp b/psedoRandomNumbers.cpp
new file mode 100644
index 0000000..18b2ab8
--- /dev/null
+++ b/psedoRandomNumbers.cpp
@@ -0,0 +1,33 @@
+#include <stdlib.h>
+#include <time.h>
+#include <math.h>
+
+#include "psedoRandomNumbers.h"
+void initialize() //set thn srand
+{
+    srand(time(NULL));
+}
+
+double Marsaglia() //gauss kanonikh metavliti
+{
+    double y1, y2, s;
+
+    do
+    {
+        y1 = randomNumberDouble(-1,1); //einai anoixto diastima ara dn theloume thn timh -1
+        y2 = randomNumberDouble(-1,1);
+        s = y1*y1+y2*y2;
+    }while(s == 0 || s>=1); //s oxi mhden giati mpainei ston paranomasth
+
+    return y1*sqrt((-2* log(s))/s);
+}
+
+double randomNumberDouble(double from, double to)
+{
+    return from + ((double)rand() / RAND_MAX)*(to-from);
+}
+
+int randomNumberInt(int from, int to) //epistrefei akeraio mesa sto kleisto diastima
+{
+    return from + rand()%(int)(to-from+1);
+}
diff --git a/psedoRandomNumbers.h b/psedoRandomNumbers.h
new file mode 100644
index 0000000..35a9f80
--- /dev/null
+++ b/psedoRandomNumbers.h
@@ -0,0 +1,8 @@
+#ifndef Included_PsedoRandomNumbers_H
+#define Included_PsedoRandomNumbers_H
+
+void initialize();
+double Marsaglia();
+double randomNumberDouble(double from, double to);
+int randomNumberInt(int from, int to);
+#endif
diff --git a/readFile.cpp b/readFile.cpp
new file mode 100644
index 0000000..8342c60
--- /dev/null
+++ b/readFile.cpp
@@ -0,0 +1,302 @@
+#include "readFile.h"
+#include "Node.h"
+#include <sstream>
+#include <bitset>
+#include "lsh.h"
+
+using namespace std;
+
+int readFileConfig(ifstream& inFile, int& noClusters, int& noHashFunctions, int& noHashTables, int& claransSample, int& claransIterations)
+{
+    string line;
+    string tag;
+    int value;
+    bool error = true; //prepei na diavastei oposdipote to number_of_clusters:
+
+    if(inFile.is_open() && (inFile)) //eisodos apo arxeio efoson yparxei
+    {
+        while(getline(inFile, line))
+        {
+            istringstream iss(line);
+
+            iss>> tag >> value;
+            if(!iss) break; //telos tou read
+
+            if(tag == "number_of_clusters:")
+            {
+                noClusters = value;
+                error = false;
+            }
+            else if(tag == "number_of_hash_functions:")
+            {
+                noHashFunctions = value;
+            }
+            else if(tag == "number_of_hash_tables:")
+            {
+                noHashTables = value;
+            }
+            else if(tag == "clarans_set_fraction:")
+            {
+                claransSample = value;
+            }
+            else if(tag == "clarans_iterations:")
+            {
+                claransIterations = value;
+            }
+        }
+
+        if(!error) return 0; //an pirame to plithos ton clusters tote egine swsta to read
+
+    }
+
+    return 1;
+}
+
+int readFile(ifstream& inFile, string& type, List<Vector*>* myList1, List<Hamming*>* myList2, List<MatrixPoint*>* myList3)
+{
+    string line;
+    string name, tag;
+    double value;
+
+    if(inFile.is_open() && (inFile)) //eisodos apo arxeio efoson yparxei
+    {
+        if(!getline(inFile, line)) return 1;// error sto read
+        istringstream iss(line);
+
+        iss>> tag >> type;
+        if(!iss) return 1;
+        if(tag != "@metric_space") return 1; //perimenoume auto to tag
+
+        if(type == "vector")
+        {
+            if(!getline(inFile, line)) return 1;// error sto read
+
+            istringstream iss(line);
+            iss>> tag;
+            if(!iss) return 1;
+            if(tag=="@metric")
+            {
+                iss>> type;
+                if(!iss) return 1;
+                if(type !="euclidean" && type !="cosine") return 1; //lathos dedomena
+                line = ""; //dn pira seira me dedomena
+            }
+            else //dn eixe grammi gia typo ara me default pairnw euclidean
+            {
+                type ="euclidean";
+            }
+
+            if(!readVectorFile(inFile, line, myList1)) //an den diavastikan swsta epistrefw sfalma
+            {
+                return 2;
+            }
+         }
+        else if(type == "hamming")
+        {
+            if(!readHammingFile(inFile, myList2)) //an dn diavastei swsta epistrefw sfalma
+            {
+                return 3;
+            }
+
+        }
+        else if(type == "matrix")
+        {
+            if(!readMatrixFile(inFile, myList3)) //an dn diavastei swsta epistrefw sfalma
+            {
+                return 4;
+            }
+
+        }
+        else //error
+        {
+            return 1;
+        }
+    }
+    else
+    {
+        return 1;
+    }
+
+    return 0;
+}
+
+bool readVectorFile(ifstream& inFile, string& line, List<Vector*>* myList)
+{
+    string name;
+    double value;
+    double* myArray;
+    int dimensions;
+    Vector* data;
+
+    if(line == "") //den pira seira dedomenwn prin
+    {
+        if(!getline(inFile, line)) return false; //diavazw mia grammh
+    }
+
+    istringstream iss(line); //metrame tis diastaseis tou pinaka
+    iss>>name;
+    dimensions = 0;
+    while(true)
+    {
+        iss>> value;
+        if(!iss) break;
+        dimensions++;
+    }
+
+    myArray = new double[dimensions];
+    do
+    {
+        istringstream iss(line);
+
+        iss>> name;
+        for(int i =0; i <dimensions; i++)
+        {
+            iss>>value;
+            if(!iss) return false;
+
+            myArray[i] = value;
+        }
+
+        data = new Vector(name, dimensions, myArray);
+        myList->insertEnd(data);
+
+    }while(getline(inFile, line));
+
+    delete[] myArray;
+
+    return true;
+}
+
+bool readHammingFile(ifstream& inFile, List<Hamming*>* myList)
+{
+    string line, name, bitsString;
+    Hamming* data;
+    bitset<64> value;
+    bool firstTime = true;
+    int countBits;
+
+    while(getline(inFile, line))
+    {
+        if(firstTime) //metrame to plithos twn bits
+        {
+            istringstream iss(line);
+
+            iss>> name >> bitsString; //to value tha einai 64 bit
+            if(!iss) return false;
+            countBits = bitsString.length(); //plithos bits
+            firstTime = false;
+
+        }
+        istringstream iss(line);
+
+        iss>> name >> value; //to value tha einai 64 bit
+        if(!iss) return false;
+
+        data= new Hamming(name, value, countBits);
+        myList->insertEnd(data);
+    }
+
+    return true;
+}
+
+
+bool readMatrixFile(ifstream& inFile, List<MatrixPoint*>* myList)
+{
+    string line, name, commaLine;
+    int value, i, pos, items;
+    int* tempArray;
+    List<string> itemIds;
+    MatrixPoint* point;
+
+    if(!getline(inFile, line)) return false;
+    istringstream iss(line);
+    iss >> name;
+    if(!iss) return false;
+
+    if(name != "@items") return false;
+
+    while(getline(iss, name, ',')) //ta ids xwrizontai me komma ara ta pairnw etsi
+    {
+        itemIds.insertEnd(name); //vazw ta Ids sthn lista
+    }
+
+    items = itemIds.getSize(); //ypologizw to synolo twn ids
+    tempArray = new int[items];
+
+    pos=0; //tha krataw kai pio stoixeio einai gia na mporw na vrw thn apostash kapoiou shmeiou apo auto
+    while(getline(inFile, line)) //diavazw twra tis apostaseis
+    {
+        istringstream iss(line);
+        for(int i = 0; i < items; i++)
+        {
+            iss>>value;
+            if(!iss) return false; //diavastikan ligotera exoume kapoio error
+
+            tempArray[i] = value;
+        }
+        point = new MatrixPoint(itemIds.get_begin()->get_data(), tempArray, items, pos);
+        itemIds.deleteFirstNode(); //afairoume to prwto Id string apo thn lista
+        myList->insertEnd(point);
+        pos++;
+    }
+
+    delete[] tempArray;
+
+    return true;
+}
+
+bool readMatrixQuery(std::ifstream& inFile, List<MatrixPoint*>* queryList)
+{
+    string name, line;
+    MatrixPoint* data;
+    int value, pos = 0, counter = 0;
+    int* tmpArray;
+    //bitset<64> value;
+
+    if(!getline(inFile, line)) return false;
+    istringstream iss(line);
+    iss>>name;
+    while(true) //metrame to plithos twn apostasewn
+    {
+        iss>> value;
+        if(!iss) break;
+        counter++;
+    }
+    tmpArray = new int[counter];
+    pos = 0;
+    do
+    {
+        istringstream iss(line);
+        iss>>name;
+        for(int i= 0; i <counter; i++)
+        {
+            iss>>value;
+            if(!iss) return false;
+            tmpArray[i] = value;
+        }
+
+        data = new MatrixPoint(name, tmpArray, counter, pos);
+        queryList->insertEnd(data);
+        pos++;
+    }while(getline(inFile, line));
+
+    delete[] tmpArray;
+
+    return true;
+}
+
+bool readRadius(std::ifstream& inFile, double& radius)
+{
+    string line, name;
+    if(inFile.is_open() && (inFile)) //eisodos apo arxeio efoson yparxei
+    {
+        if(!getline(inFile, line)) return false;// error sto read
+        istringstream iss(line);
+
+        iss>> name >> radius;
+        if(!iss) return false;
+        if(name != "Radius:") return false; //perimenoume auto to tag
+    }
+
+    return true;
+}
diff --git a/readFile.h b/readFile.h
new file mode 100644
index 0000000..b884ec4
--- /dev/null
+++ b/readFile.h
@@ -0,0 +1,18 @@
+#ifndef Included_ReadFile_H
+#define Included_ReadFile_H
+
+#include <iostream>
+#include <fstream>
+#include "List.h"
+#include "dataTypes.h"
+
+int readFile(std::ifstream& inFile, std::string& type, List<Vector*>* myList1, List<Hamming*>* myList2, List<MatrixPoint*>* myList3);
+int readFileConfig(std::ifstream& inFile, int& noClusters, int& noHashFunctions, int& noHashTables, int& claransSample, int& claransIterations);
+bool readVectorFile(std::ifstream& inFilem, std::string& line, List<Vector*>* myList);
+bool readHammingFile(std::ifstream& inFile, List<Hamming*>* myList);
+bool readMatrixFile(std::ifstream& inFile, List<MatrixPoint*>* myList);
+
+bool readMatrixQuery(std::ifstream& inFile, List<MatrixPoint*>* queryList);
+bool readRadius(std::ifstream& inFile, double& radius);
+
+#endif