From 757760777f51263c7853c26e37a4145a44bd6c85 Mon Sep 17 00:00:00 2001 From: TUNA Caglayan Date: Wed, 26 May 2021 10:28:43 +0200 Subject: [PATCH 1/2] nonnegative examples --- .../nn_cp_decomposition.ipynb | 400 ++++++++++++++++++ .../nn_tucker_decomposition.ipynb | 307 ++++++++++++++ README.rst | 2 + 3 files changed, 709 insertions(+) create mode 100644 02_tensor_decomposition/nn_cp_decomposition.ipynb create mode 100644 02_tensor_decomposition/nn_tucker_decomposition.ipynb diff --git a/02_tensor_decomposition/nn_cp_decomposition.ipynb b/02_tensor_decomposition/nn_cp_decomposition.ipynb new file mode 100644 index 0000000..138299e --- /dev/null +++ b/02_tensor_decomposition/nn_cp_decomposition.ipynb @@ -0,0 +1,400 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Non-negative CP decomposition in Tensorly >=0.6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since version 0.6 in Tensorly, several options are available to compute non-negative CP, in particular several algorithms:\n", + "- Multiplicative updates (MU) (already in Tensorly <0.6)\n", + "- Nonnegative Alternating Least Squares using Hierarchical Alternating Least Squares (HALS) \n", + "\n", + "Non-negativity is an important constraint to handle for tensor decompositions. One could expect that factors must have only non-negative values after it is obtained from a non-negative tensor. " + ] + }, + { + "attachments": { + "nncp.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![nncp.png](attachment:nncp.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Both algorithms solve the minimization problem by updating each factor alternatively. During a single factor update, other factors are fixed without any change. Then, this update is repeated for each factor. MU updates the whole factor at once with a element-wise multiplication. On the other hand, HALS algorithm aims at columnwise optimal closed-form update. In the figure below, M represents a tensor or matrix which can be decomposed into factors W and H. Two different equations are demonstrated in order to make explicit difference between MU and HALS. In these quations, `k` is the iteration and `p` is the updated column." + ] + }, + { + "attachments": { + "hals_eq.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![hals_eq.png](attachment:hals_eq.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start by importing a few toolboxes as well as the required functions from tensorly and some libraries such as numpy and time. Note that tensorly uses numpy backend as default, however other backends (pytorch, tensorflow, mxnet and jax) can be used for Non-negative CP (NCP) decomposition as well." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorly as tl\n", + "from tensorly.decomposition import non_negative_parafac, non_negative_parafac_hals\n", + "from tensorly.decomposition._cp import initialize_cp\n", + "from tensorly.cp_tensor import CPTensor\n", + "import time" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are several ways to create a tensor with nonnegative entries in tensorly. Here we chose to generate a random from the sequence of integers from 1 to 24000." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#tensor generation\n", + "tensor = tl.tensor(np.arange(24000).reshape((30, 40, 20)), dtype=tl.float32)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our goal here is to produce an approximation of the tensor generated above which follows a low-rank CP model, with non-negative coefficients.\n", + "\n", + "Before using these algorithms, we can use Tensorly to produce a good initial guess for our NCP. In fact, in order to compare both algorithmic options in a fair way, it is a good idea to use same initialized factors in decomposition algorithms. \n", + "\n", + "We make use of the `initialize_cp` function to initialize the factors of the NCP, and transform these factors (and factors weights) into an instance of the CPTensor class:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "weightsinit, factorsinit = initialize_cp(tensor, rank=3)\n", + "\n", + "cpinit = CPTensor((weightsinit,factorsinit))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From now on, we can use the same `cpinit` tensor as the initial tensor when we use decomposition functions. \n", + "\n", + "Now let us first use the algorithm based on Multiplicative Update, which can be called as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "tic = time.time()\n", + "tensormu, errors_mu = non_negative_parafac(tensor, rank=3, init=cpinit, return_errors=True)\n", + "cp_reconstruction_mu = tl.cp_to_tensor(tensormu)\n", + "time_mu = time.time()-tic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we also compute the output tensor from the decomposed factors by using the `cp_to_tensor` function. The tensor `cp_reconstruction_mu` is therefore a low-rank nonnegative approximation of the input tensor `tensor`; looking at the first few values of both tensors shows that this is indeed the case but the approximation is quite coarse." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reconstructed tensor\n", + " [[[8293.027 8291.407]\n", + " [8301.314 8299.782]]\n", + "\n", + " [[9084.734 9083.706]\n", + " [9094.516 9093.471]]] \n", + "\n", + "input data tensor\n", + " [[[8210. 8211.]\n", + " [8230. 8231.]]\n", + "\n", + " [[9010. 9011.]\n", + " [9030. 9031.]]]\n" + ] + } + ], + "source": [ + "print('reconstructed tensor\\n',cp_reconstruction_mu[10:12,10:12,10:12],'\\n')\n", + "print('input data tensor\\n', tensor[10:12,10:12,10:12])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Our second (new) option to compute NCP is the HALS algorithm, which can be used as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "tic = time.time()\n", + "tensorhals, errors_hals = non_negative_parafac_hals(tensor, rank=3, init=cpinit, return_errors=True)\n", + "cp_reconstruction_hals = tl.cp_to_tensor(tensorhals)\n", + "time_hals = time.time()-tic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, we can look at the reconstructed tensor entries." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "reconstructed tensor\n", + " [[[8206.2295 8207.044 ]\n", + " [8227.052 8227.8545]]\n", + "\n", + " [[9006.577 9007.408 ]\n", + " [9027.318 9028.139 ]]] \n", + "\n", + "input data tensor\n", + " [[[8210. 8211.]\n", + " [8230. 8231.]]\n", + "\n", + " [[9010. 9011.]\n", + " [9030. 9031.]]]\n" + ] + } + ], + "source": [ + "print('reconstructed tensor\\n',cp_reconstruction_hals[10:12,10:12,10:12],'\\n')\n", + "print('input data tensor\\n', tensor[10:12,10:12,10:12])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From only looking at a few entries of the reconstructed tensors, we can already see a huge gap between HALS and MU outputs." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Additionally, HALS algorithm has an option for exact solution to the nonnegative least squares subproblem rather than the faster, approximate solution. Note that the overall HALS algorithm will still provide an approximation of the input data, but will need longer to reach convergence. Exact subroutine solution option can be used simply choosing exact as True in the function:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "tic = time.time()\n", + "tensorhals_exact, errors_exact = non_negative_parafac_hals(tensor, rank=3, init=cpinit, return_errors=True, exact=True)\n", + "cp_reconstruction_exact_hals = tl.cp_to_tensor(tensorhals_exact)\n", + "time_exact_hals = time.time()-tic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First comparison option is processing time for each algorithm:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.04 seconds\n", + "0.16 seconds\n", + "321.60 seconds\n" + ] + } + ], + "source": [ + "print(str(\"{:.2f}\".format(time_mu)) +' '+ 'seconds')\n", + "print(str(\"{:.2f}\".format(time_hals)) +' '+ 'seconds')\n", + "print(str(\"{:.2f}\".format(time_exact_hals)) +' '+ 'seconds')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As it is expected, the exact solution takes much longer than the approximate solution, while the gain in performance is often void. Therefore we recommand to avoid this option unless it is specifically required by the application. Also note that on appearance, both MU and HALS have similar runtimes. However, a closer look suggest they are indeed behaving quite differently. Computing the error between the output and the input tensor tells that story better. In Tensorly, we provide a function to calculate Root Mean Square Error (RMSE):" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "from tensorly.metrics.regression import RMSE" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "112.268906\n", + "51.468357\n", + "31.957176\n" + ] + } + ], + "source": [ + "print(RMSE(tensor,cp_reconstruction_mu))\n", + "print(RMSE(tensor,cp_reconstruction_hals))\n", + "print(RMSE(tensor,cp_reconstruction_exact_hals))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "According to the RMSE results, HALS is better than the multiplicative update with both exact and approximate solution. In particular, HALS converged to a much lower reconstruction error than MU. We can better appreciate the difference in convergence speed on the following error per iteration plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "def each_iteration(a,b,c,title):\n", + " fig=plt.figure()\n", + " fig.set_size_inches(10, fig.get_figheight(), forward=True)\n", + " plt.plot(a)\n", + " plt.plot(b)\n", + " plt.plot(c)\n", + " plt.title(str(title))\n", + " plt.legend(['MU','HALS','Exact HALS'], loc='upper left')\n", + "each_iteration(errors_mu, errors_hals, errors_exact, 'Error for each iteration')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In conclusion, on this quick test, it appears that the HALS algorithm gives much better results than the MU original tensorly methods. Our recommendation is to use HALS as a default, and only resort to MU in specific cases (only encountered by expert users most likely)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reference\n", + "\n", + "1- Gillis, N., & Glineur, F. (2012). Accelerated multiplicative updates and hierarchical ALS algorithms for nonnegative matrix factorization. Neural computation, 24(4), 1085-1105. [Link](https://www.mitpressjournals.org/doi/abs/10.1162/NECO_a_00256)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/02_tensor_decomposition/nn_tucker_decomposition.ipynb b/02_tensor_decomposition/nn_tucker_decomposition.ipynb new file mode 100644 index 0000000..945664c --- /dev/null +++ b/02_tensor_decomposition/nn_tucker_decomposition.ipynb @@ -0,0 +1,307 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Non-negative Tucker decomposition in Tensorly >=0.6" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Since version 0.6 in Tensorly, two algorithms are available to compute non-negative Tucker decomposition:\n", + "- Multiplicative updates (MU) (already in Tensorly <0.6)\n", + "- Non-negative Alternating Least Squares using Hierarchical Alternating Least Squares (HALS) \n", + "\n", + "Non-negativity is an important constraint to handle for tensor decompositions. One could expect that core and factors must have only non-negative values after it is obtained from a non-negative tensor. As it is demonstrated in the figure below, Tucker decomposition includes core (G) and factors (A, B, C).\n", + "\n", + "$$T = [| G; A, B , C |]$$\n", + "We need to solve the following problem for each factor (e.g. factor A here):\n", + "\n", + "$$\\min_{A \\geq 0} ||T_{[1]} - A G_{[1]}(B\\otimes C)^T||_F^2$$\n", + "\n", + "Here, $G_{[i]}$ represents ith mode unfolding of the core. To update the core, we need the solve following problem:\n", + "\n", + "$$\\min_{g \\geq 0} ||t - (A\\otimes B \\otimes C)g ||_F^2$$\n", + "where t and g are the vectorized data tensor $T$ and core $G$.\n", + "\n", + "To update the factors, we will use HALS and to update the core, we have two different algorithms Active Set (AS) and Fast Iterative Shrinkage-Thresholding Algorithm (FISTA) in Tensorly. While FISTA is an accelerated gradient method for non-negative or unconstrained problems, AS is the widely used non-negative least square solution proposed by Lawson and Hanson in 1974. Both algorithms return non-negative core and FISTA is the default algorithm for HALS Tucker decomposition in Tensorly." + ] + }, + { + "attachments": { + "ntucker.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![ntucker.png](attachment:ntucker.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "MU algorithm solves the minimization problem by updating all the values of each factor separately. On the other hand, HALS algorithm aims at columnwise update for each factor separately. In the figure below, M represents a tensor or matrix which can be decomposed into factors W and H. Two different equations are demonstrated in order to make explicit difference between MU and HALS. In these quations, `k` is the iteration and `p` is the updated column." + ] + }, + { + "attachments": { + "hals_eq.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "![hals_eq.png](attachment:hals_eq.png)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We start by importing the toolbox as well as the required functions from tensorly and some libraries such as numpy and time. It should be noted that tensorly uses numpy backend as default. However, other backends (pytorch, tensorflow, mxnet and jax) can be used for NN-Tucker decomposition as well." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import tensorly as tl\n", + "from tensorly.decomposition import non_negative_tucker, non_negative_tucker_hals\n", + "import time" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are several ways to create a tensor with non-negative entries in tensorly. Here we chose to generate a random tensor from the sequence of integers from 1 to 1000." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "#tensor generation\n", + "array=np.random.randint(1000, size=(10,30,40))\n", + "tensor=tl.tensor(array,dtype='float')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, multiplicative update can be implemented as:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "tic = time.time()\n", + "tensor_mu, error_mu = non_negative_tucker(tensor, rank=[3,3,3], n_iter_max=100, tol=1e-12, return_errors=True)\n", + "tucker_reconstruction_mu = tl.tucker_to_tensor(tensor_mu)\n", + "time_mu= time.time()-tic" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here, we also compute the output tensor from the decomposed factors by using the `tucker_to_tensor` function. The tensor `tucker_reconstruction_mu` is therefore a low-rank non-negative approximation of the input tensor `tensor`." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "HALS algorithm with FISTA can be calculated as:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "ticnew = time.time()\n", + "tensor_hals_fista, error_fista = non_negative_tucker_hals(tensor, rank=[3,3,3], algorithm='fista', return_errors=True)\n", + "tucker_reconstruction_fista = tl.tucker_to_tensor(tensor_hals_fista)\n", + "time_fista = time.time()-ticnew" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As a second option, HALS algorithm with Active Set can be called as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "ticnew = time.time()\n", + "tensor_hals_as, error_as = non_negative_tucker_hals(tensor, rank=[3,3,3], algorithm='active_set', return_errors=True)\n", + "tucker_reconstruction_as = tl.tucker_to_tensor(tensor_hals_as)\n", + "time_as = time.time()-ticnew" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To compare the various methods, first we may look at each algorithm processing time:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "time for tensorly nntucker: 0.09\n", + "time for HALS with fista: 1.14\n", + "time for HALS with as: 0.39\n" + ] + } + ], + "source": [ + "print('time for tensorly nntucker:'+' ' +str(\"{:.2f}\".format(time_mu)))\n", + "print('time for HALS with fista:'+' ' +str(\"{:.2f}\".format(time_fista)))\n", + "print('time for HALS with as:'+' ' +str(\"{:.2f}\".format(time_as)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All algorithms should run with about the same number of iterations on our example, so at first glance the MU algorithm is faster (i.e. has lower per-iteration complexity).\n", + "\n", + "A second way to compare methods is to compute the error between the output and input tensor. In tensorly, there is a function to compute Root Mean Square Error (RMSE):" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RMSE tensorly nntucker: 284.7904721270734\n", + "RMSE for hals with fista: 282.07646431687283\n", + "RMSE for hals with as: 281.85485608475744\n" + ] + } + ], + "source": [ + "from tensorly.metrics.regression import RMSE\n", + "print('RMSE tensorly nntucker:'+' ' +str(RMSE(tensor,tucker_reconstruction_mu)))\n", + "print('RMSE for hals with fista:'+' ' +str(RMSE(tensor,tucker_reconstruction_fista)))\n", + "print('RMSE for hals with as:'+' ' +str(RMSE(tensor,tucker_reconstruction_as)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "According to the RMSE results, HALS is better than the multiplicative update with both FISTA and active set core update options. We can better appreciate the difference in convergence speed on the following error per iteration plot:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "def each_iteration(a,b,c,title):\n", + " fig=plt.figure()\n", + " fig.set_size_inches(10, fig.get_figheight(), forward=True)\n", + " plt.plot(a)\n", + " plt.plot(b)\n", + " plt.plot(c)\n", + " plt.title(str(title))\n", + " plt.legend(['MU','HALS + Fista','HALS + AS'], loc='upper right')\n", + "each_iteration(error_mu, error_fista, error_as, 'Error for each iteration')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In conclusion, on this quick test, it appears that the HALS algorithm gives much better results than the MU original tensorly methods. Our recommendation is to use HALS as a default, and only resort to MU in specific cases (only encountered by expert users most likely). Besides, in this experiment FISTA and active set give very similar results, however active set may last longer when it is used with higher ranks according to our experience. Therefore, we recommend to use FISTA with high rank decomposition." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Reference\n", + "\n", + "1- Gillis, N., & Glineur, F. (2012). Accelerated multiplicative updates and hierarchical ALS algorithms for nonnegative matrix factorization. Neural computation, 24(4), 1085-1105. [Link](https://www.mitpressjournals.org/doi/abs/10.1162/NECO_a_00256)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.7" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/README.rst b/README.rst index f30d38f..1f771b4 100644 --- a/README.rst +++ b/README.rst @@ -36,6 +36,8 @@ Table of contents - `CP decomposition `_ - `Tucker decomposition `_ +- `Non-negative CP decomposition `_ +- `Non-negative Tucker decomposition `_ 3 - Tensor regression --------------------- From 09b5d2159ccc02a20d1e944623f04dc67f2048ea Mon Sep 17 00:00:00 2001 From: TUNA Caglayan Date: Wed, 26 May 2021 15:56:31 +0200 Subject: [PATCH 2/2] edit image --- .../nn_cp_decomposition.ipynb | 54 ++++++++++--------- .../nn_tucker_decomposition.ipynb | 25 ++++----- 2 files changed, 37 insertions(+), 42 deletions(-) diff --git a/02_tensor_decomposition/nn_cp_decomposition.ipynb b/02_tensor_decomposition/nn_cp_decomposition.ipynb index 138299e..080ad01 100644 --- a/02_tensor_decomposition/nn_cp_decomposition.ipynb +++ b/02_tensor_decomposition/nn_cp_decomposition.ipynb @@ -39,14 +39,14 @@ }, { "attachments": { - "hals_eq.png": { - "image/png": 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" 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ - "![hals_eq.png](attachment:hals_eq.png)" + "![hals_eq-2.png](attachment:hals_eq-2.png)" ] }, { @@ -102,7 +102,16 @@ "cell_type": "code", "execution_count": 3, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ctuna/tensorly/tensorly/backend/core.py:974: RuntimeWarning: invalid value encountered in sqrt\n", + " S = np.where(np.abs(S) <= np.finfo(S.dtype).eps, 0, np.sqrt(S))\n" + ] + } + ], "source": [ "weightsinit, factorsinit = initialize_cp(tensor, rank=3)\n", "\n", @@ -147,11 +156,11 @@ "output_type": "stream", "text": [ "reconstructed tensor\n", - " [[[8293.027 8291.407]\n", - " [8301.314 8299.782]]\n", + " [[[8330.163 8305.063]\n", + " [8330.657 8309.253]]\n", "\n", - " [[9084.734 9083.706]\n", - " [9094.516 9093.471]]] \n", + " [[9111.907 9091.817]\n", + " [9114.975 9102.314]]] \n", "\n", "input data tensor\n", " [[[8210. 8211.]\n", @@ -203,11 +212,11 @@ "output_type": "stream", "text": [ "reconstructed tensor\n", - " [[[8206.2295 8207.044 ]\n", - " [8227.052 8227.8545]]\n", + " [[[8204.269 8204.62 ]\n", + " [8225.369 8225.731]]\n", "\n", - " [[9006.577 9007.408 ]\n", - " [9027.318 9028.139 ]]] \n", + " [[9004.778 9005.189]\n", + " [9025.772 9026.193]]] \n", "\n", "input data tensor\n", " [[[8210. 8211.]\n", @@ -265,9 +274,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "0.04 seconds\n", - "0.16 seconds\n", - "321.60 seconds\n" + "0.03 seconds\n", + "0.13 seconds\n", + "327.93 seconds\n" ] } ], @@ -302,9 +311,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "112.268906\n", - "51.468357\n", - "31.957176\n" + "115.35115\n", + "56.85671\n", + "31.952133\n" ] } ], @@ -328,7 +337,7 @@ "outputs": [ { "data": { - "image/png": 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Lzx+gxW/xBQK0BL83+5yJYyvrW7ht6T+IdruYMDSJaXnJTB2WwtRhKYxMj9fEsSIiIj1QADuJVq9eTW5ublv4Apg1axabN2+muLgYgC9+8Yt8/etfB2DYsGHcc8893HbbbTQ1OeO1ZsyYccyUFieb22Vwu9zERB27z1pLoCKWR248gw8PVPLhgUqWf1DI79/dB0BirIfJucnkpnjJTo4lKymW7OAyJCmG9IQYPZUpIiKnPDOQXgQ9ffp02zq2qtWWLVuYMGFChCo6NXX8m/sDlp1Hall/oJIPCyvZVFTNoaoGSmqa6Hg30+0yZCbEMCQ5luykGIanxTEiPZ6RGfGMSI8jJ9mrgCYiIoOCMeYDa+30zvapB0xOmNtlGJedyLjsROafeXTeXZ8/QFldM4eqGjlc3bo0cSj4fXdJHW9tK6HJF2hrE+1xMTwtjvz0OPLT4xmREU9+elxbj1pnt0xFREQGGv3XTE4aj9vFkKRYhiTFdnlMIGA5VN3I3rI69pbWs6+sjj2ldewrq+edHaXtwhk4tzhzkp1z5iQHb20mx7Zty0yIITkuSg8HiIhIv6YAJhHlchmGpngZmuLlnFHt9wUClsM1jewtrae4qoHiYE9aa4/atkM1lNYee5sTwBvlJiUuimRvFClxUaR4o5311m3eaFKD6637UuKi8OrdmiIi0gcUwKTfcrkMOclecpK9XR7j8wcoqW1qC2Vldc1U1rdQ1dBCZb3zvbKhhT2ldVQ2NFNR30Jzh161UNEeFykhoS0jMbptjNrIjHjy0+PJSIhWSBMRkROiACYDmsft6jGkddTY4qeiNZzVt1DVcDSoVdQ3UxXcXtnQzNbiGv5v02F8Id1sCTEe8jPiGJmRwMj0OPIz4inITGDskASNURMRkbDovxZyyomNch9XaPP5AxysbGB3aR17g8uesnrWH6jk1Q1FbbdAjYH89HjGZycyISep7TMv1aseMxERaUcBrBe43W4mT57ctr5gwQK+853v9Mq5P/zwQ4qKipg3b94x+9566y0eeOAB/vznP7dtW7RoEZdddhnXXXcdACUlJQwdOpSHHnqIL37xi23H5efns3btWjIyMtq2HT58mC984QscOHCAlpYW8vPzee21Y17jecrxuF2MSI9nRHo8jGu/r9kXYH95PbtKatlaXMOW4mq2FFezcuOhtmMSYzyMz0lkfHYSY7MTSYr1EBvlJjbKjTfKTWyUK/jZuriIjXLT4g/Q0OynocV5W0FDc4CGFme9odnZ1tjiJy0+moLMeIalxenhAxGRAUIBrBd0fBdkb/rwww9Zu3ZtpwEsHMuXL+ess85iyZIl7QJYZ37wgx9w8cUXc+eddwKwYcOGj/Wbp5Joj4vRWQmMzkrg0knZbdvrmnxsO3w0kG0truHFfx+ktsl30mpxGchN9bbdGh2ZEe/cHs1IIDdV86uJiPQnCmAnSVVVFTNmzGDFihWMGzeOG264gYsuuojbbruNL33pS6xZs4aGhgauu+467r33XsB5cfedd95JXV0dMTEx/OUvf+EHP/gBDQ0N/P3vf+fuu+/m+uuvP646lixZws9//nMWLlzIwYMH283K31FxcTGXXHJJ2/rJeAXSqSI+xsMZw1M5Y/jRl663PtXZ+v5NZwkc7eFq8dPU0trjFSDa4/SMeaPcxEa72757o11tvWcxUW5KaprYU1rLntJ69gRvka7bV9Eu7EW5Tdtcas7t19jg0rotlrR4PVwgItJXBlUA++/3/5ut5Vt79Zzj08bz7Rnf7vaYhoYGpk2b1rbeGpQeeughFi1axJ133klFRQW33XYbAPfddx9paWn4/X5mz57Nhg0bGD9+PNdffz3Lli3jzDPPpLq6mri4OH70ox+xdu1aHnrooU5/+5133mn32/v37+eyyy4D4MCBAxw6dIgZM2Ywf/58li1bxje+8Y0ur+MrX/lKW92f+tSnuPnmmxk6dGjYfyvpXutTnb0tN8XLtGEp7bZZaymtbWZPaV1bOCusqOdQVSPv7ynncHVjuwcLwOnNy0mOJSsxhpQ4Z5qO1Ljotu9t2+KdaTtS46KJcrt6/XpERE4FgyqARUpXtyAvvvhili9fzle+8hXWr1/ftv3ZZ5/lsccew+fzUVxczObNmzHGkJOTw5lnnglAUlJSWL993nnnHTMGrNXSpUuZP38+4IxL+8IXvtBtALv00kvZvXs3r7/+OitXruT0009n48aNZGZmhlWL9B/GGDITY8hMjGHGyLRj9vsDlrLaJoqqGjkUnGOtdSmpaeRAeT0bCnuetiMhxtMWxlo/jw1roWEuioQYj3raROSUN6gCWE89VX0tEAiwZcsWvF4v5eXl5OXlsWfPHh544AHWrFlDamoqixYtorGxEWttr/9HacmSJRw+fJg//elPABQVFbFjxw7GjBnTZZu0tDQWLlzIwoULueyyy1i9ejXXXnttr9Ylked2GbKSnJel06H3LJS1loYWPxX1LVQE51hzpvBwwlnrdB4VwfX95fVU1DVT3dj1WLcotyHZ2z6UtX52fBAhNspFrMfZFhPcFhftZnhanKb8EJEBTf8GO4l++ctfMmHCBH76059yyy238O6771JdXU18fDzJyckcPnyYlStXcsEFFzB+/HiKiopYs2YNZ555JjU1NXi9XhITE6mpqTnu3962bRt1dXUcPHiwbds999zD0qVL+a//+q9O26xatYqzzjqLuLg4ampq2LVrF8OHD//Y1y8DnzGGuGgPcdEeclPCv33q8weoamihor6lQ1hrPrqtztm2r6yeDw9UUtXQcsyrp7riMjAyI56JQ5OZNDSJSUOTmJiTRHpCzMe9VBGRPqUA1gs6jgGbM2cOt9xyC48//jjvv/8+iYmJzJo1i5/85Cfce++9nH766UyaNImCggI++clPAhAdHc2yZcv46le/SkNDA16vlzfffJMLL7yQ+++/n2nTph3XIPwlS5Zw9dVXt9t27bXXsmDBgrYANmXKFFwuZwzP/PnzycnJ4Y477sDj8RAIBLj11lvbbomKHA+P20V6QsxxB6JAwNLkCzgPKPichxFCH1ho9Pmpa/Kx43Atm4urWbevglfWF7W1z06KZWJIIEuOizr2Rzp5dVVKXDQTh4Z3219EpDcYazv5t1HHg4yZAzwIuIHHrbX3d9hvgvvnAfXAImvtuu7aGmOmAY8CsYAP+LK19v3u6pg+fbpdu3Ztu21btmxhwoQJPV+p9Br9zaU/qahrZktxNZuKqtlcXM2moip2ldTh7+wloV2YPT6L3y3S/9kQkd5ljPnAWju9s3099oAZY9zAw8DFQCGwxhizwlq7OeSwucCY4DITeASY2UPb/wHutdauNMbMC65f8DGvUUROUanx0ZwzOoNzRh+dVLixxc+Ow7XUNXc+Fq3jaMuUuOiTWKGIyLHCuQU5A9hprd0NYIxZClwJhAawK4GnrdOd9p4xJsUYkwPkd9PWAq19/slAESIivSA2ys3kvORIlyEi0qVwAlgucCBkvRCnl6unY3J7aPt14A1jzAOACzinsx83xiwGFgNdDgg/GU8QSufCuWUtIiIi3QtnFsXOkk3H/wp3dUx3bb8E/Ie1dhjwH8DvOvtxa+1j1trp1trpnc1HFRsbS1lZmYJBH7DWUlZWRmxsbKRLERERGdDC6QErBIaFrOdx7O3Cro6J7qbt54E7g9+XA4+HV3J7eXl5FBYWUlJS8nGay3GKjY0lLy8v0mWIiIgMaOEEsDXAGGPMSOAgsABY2OGYFcAdwTFeM4Eqa22xMaakm7ZFwPnAW8BFwI6PcwFRUVGMHDny4zQVERERiYgeA5i11meMuQN4A2cqiSestZuMMbcH9z8KvIYzBcVOnGkobu6ubfDUtwEPGmM8QCPBcV4iIiIig11Y84D1F53NAyYiIiLSH3U3D1g4g/BFREREpBcpgIWoaqri5a3LIl2GiIiIDHJ6F2SIpX+9i4dK3iPXm8X0ERdGuhwREREZpNQDFuJz075Ejs/Hz975Lr5A568wERERETlRCmAhvEPP4D/TZrDdX8uz7/8y0uWIiIjIIKUA1sHsS3/F2U1+Htr6B8rqSyNdjoiIiAxCCmAdmLhUvnPaYhoI8Ou/fj3S5YiIiMggpADWiYKzvsZNgTheKF/PRwffi3Q5IiIiMsgogHXG5eKLs39Bps/PfW99i4ANRLoiERERGUQUwLoQP+Jcvpl8Gpt8lbz470ciXY6IiIgMIgpg3Zg352HOaPLxq48eo6qxMtLliIiIyCChANYNk5DJd8d9lmrr56G/3RXpckRERGSQUADrwbhzv831vmiePfwe2w5/GOlyREREZBBQAOuJ28NXzr+f5ECAn676D6y1ka5IREREBjgFsDAkj7mEr8eNZl1zKa9+9FSkyxEREZEBTgEsTFfNfYTTmn38/N+/pra5NtLliIiIyACmABYmV3Iu3xt5DWW2hd+8fXekyxEREZEBTAHsOJx2wT1c0+LmjwffYnfZ1kiXIyIiIgOUAtjx8ETztXPvxRsI8LO/3qkB+SIiIvKxhBXAjDFzjDHbjDE7jTHf6WS/Mcb8Orh/gzHmjJ7aGmOWGWM+DC57jTEDYo6HtAlX8dWYPN5rKGLFR09GuhwREREZgHoMYMYYN/AwMBeYCNxgjJnY4bC5wJjgshh4pKe21trrrbXTrLXTgOeBF3rlivrA/LmP8ImmFn627lcUVu2PdDkiIiIywITTAzYD2Gmt3W2tbQaWAld2OOZK4GnreA9IMcbkhNPWGGOA+cCSE7yWPuNOK+CnU7+GsX6+9/ot+AP+SJckIiIiA0g4ASwXOBCyXhjcFs4x4bQ9Dzhsrd3R2Y8bYxYbY9YaY9aWlJSEUW7fGDrjS3w3Jp91jYd58r2fRbocERERGUDCCWCmk20dR593dUw4bW+gm94va+1j1trp1trpmZmZ3Rbap4zhsit+z6WNfh7evozNek2RiIiIhCmcAFYIDAtZzwOKwjym27bGGA9wDbAs/JL7D5OQwX+d9zPS/D6+85cv0eBriHRJIiIiMgCEE8DWAGOMMSONMdHAAmBFh2NWAJ8LPg15FlBlrS0Oo+2ngK3W2sITvpIISZ54JfelncUefy2/WPXNSJcjIiIiA0CPAcxa6wPuAN4AtgDPWms3GWNuN8bcHjzsNWA3sBP4LfDl7tqGnH4BA2jwfVfO+vTD3NTsZmnxO7yz67VIlyMiIiL9nBlIk4lOnz7drl27NtJldKrpwPsseP1zVEZ7eWH+X0n1pkW6JBEREYkgY8wH1trpne3TTPi9JGbYDO4feQ1VtoUfvrFYs+SLiIhIlxTAetG4i37MnYFkVlVt46UNv4t0OSIiItJPKYD1Jpebm676AzOaWrj/37/mQNXeSFckIiIi/ZACWC9zpRVw39Q7cQf83L3yC/gCvkiXJCIiIv2MAthJkD3jdr4fm8/6piP87t37Il2OiIiI9DMKYCeDMcy78mnmNfp5ZMdzfFj0r0hXJCIiIv2IAtjJEp/O92b9N0N9LXz9L7dTXL0/0hWJiIhIP6EAdhIlTbich8Z+nqZAM199+TPUN9VEuiQRERHpBxTATrKCWXfz/4Zeyg5/HXc/fwWBgD/SJYmIiEiEKYD1gXMv/QX/mXI6q1pK+d/nrwNN0ioiInJKUwDrIwuv+D2fiR3G4/U7eeXPt0W6HBEREYkgBbA+Ylwu7r72RWZ4Urin7D0+fPPuSJckIiIiEaIA1oeiPDH8/JqXyHHFcuf+lyn6x88jXZKIiIhEgAJYH0vxpvO/lz1DizuKr256jPoPnop0SSIiItLHFMAioCBtLA9c+CC7YqL59vs/IbDx+UiXJCIiIn1IASxCzhl+Af/5iW/yVpyXB1d9E7a/EemSREREpI8ogEXQDZM+z/WjruKJ5ERW/Pk22PFmpEsSERGRPqAAFkHGGL59zg+YmfUJfpiWzPsvfBY0JkxERGTQUwCLsChXFD+/6EGGJ4/k9uwsXl11N7z5QwgEIl2aiIiInCRhBTBjzBxjzDZjzE5jzHc62W+MMb8O7t9gjDkjnLbGmK8G920yxvzPiV/OwJQck8zv5/2BqVln8J2sDH6z8XfY526GloZIlyYiIiInQY8BzBjjBh4G5lMR230AACAASURBVAITgRuMMRM7HDYXGBNcFgOP9NTWGHMhcCUwxVo7CXigNy5ooEqOSeY3lzzGZQWX8VBqCvccWU3L7y+HutJIlyYiIiK9LJwesBnATmvtbmttM7AUJziFuhJ42jreA1KMMTk9tP0ScL+1tgnAWnukF65nQIt2R/PTc3/K7VNv58XEBL7sP0DN47OhdEekSxMREZFeFE4AywUOhKwXBreFc0x3bccC5xlj/mWMedsYc2ZnP26MWWyMWWuMWVtSUhJGuQObMYavTPsKP/7kj1nr9fK5BB/FT1wMe/8R6dJERESkl4QTwEwn22yYx3TX1gOkAmcB3wKeNcYcc7y19jFr7XRr7fTMzMwwyh0crhp9FY9c/CiHYxNZmJnIpqXXwYZnI12WiIiI9IJwAlghMCxkPQ8oCvOY7toWAi8Eb1u+DwSAjPBLH/zOyjmLp+f9kaiEIdycnclbK78Gb/8P2I75V0RERAaScALYGmCMMWakMSYaWACs6HDMCuBzwachzwKqrLXFPbR9CbgIwBgzFogGNOK8g9Gpo3nmsqUUpE/gzuxMlqx9EJ79HNQcjnRpIiIi8jH1GMCstT7gDuANYAvwrLV2kzHmdmPM7cHDXgN2AzuB3wJf7q5tsM0TQIExZiPO4PzPW6uunc5keDN4Ys6TzMq7gJ9mpHFfyT9pfvhMZ9JWzRcmIiIy4JiBlHmmT59u165dG+kyIsYf8PPLD37J7zf/nok2mgcK9zBs6Ey4/EHIHBvp8kRERCSEMeYDa+30zvZpJvwBxO1yc9eZd/HghQ9yICaG+SNG8n/V2+HRT8Jb94OvKdIlioiISBgUwAagi4ZfxPLLl1OQNp5vpsZxX8EUmt7+GTx6Luz7Z6TLExERkR4ogA1QuQm5PDXnKT4/8fMs9R3hpklns9/fCE/OhVfuhIbKSJcoIiIiXVAAG8Ci3FHcdeZd/PrCX3OwpYb5GXG8Pu1qWPc0PDwDPnpOU1aIiIj0Qwpgg8CFwy9k+eXLGZU6mm9VfcBPzv08TYlD4PkvwOOfgn3vRrpEERERCaEANkgMTRjKU3OeYtGkRSwr/CufzRnCvjk/huqD8OQcWHqj3ikpIiLSTyiADSJRrii+Of2bPHTRQxTXH+Izu/7IkkvvJnDh92D3W/DwTHj1m1A7+N+pKSIi0p8pgA1C5w87n+cuf44zss7gpx88wOLG7Rz8wkr4xCJY+yT8+nRY/QA010e6VBERkVOSAtgglR2fzSOfeoR7zr6Hj0o/4po3b+O5sedgv/QujJwFq34M//sJ+PefIOCPdLkiIiKnFAWwQcwYw3Vjr+OFK1/gtIzTuPfde/nS+l9y6IpfwKLXIDEbXv4yPHYBHFwX6XJFREROGQpgp4DchFx+e8lv+e7M77LuyDquefkaXvaVYr/wJlz7O6g9Ao/Phte/C021kS5XRERk0FMAO0W4jIsbxt/Ac5c/x5jUMXz/H9/na299nZJR58Md7zvjw957GP6/s2HHm5EuV0REZFBTADvFDE8azhOXPsG3pn+Ld4vf5eoVV/Nq0d+xn/4F3Pw6RMXCn66F52/V05IiIiIniQLYKcjtcvO5SZ9j+eXLGZE0gu+88x2+tuprHM4ogNv/DhfcDZtegofPdAbpazZ9ERGRXqUAdgobmTySp+c8zV3T7+K94ve46uWreG73K9jzvw1f+gdkjHMG6T99JZTvjnS5IiIig4YC2CnO7XLz+Umf5/krnmdC+gTuffdebv2/WzkQEwc3r4RP/wKK/u2MDXvrv+HQR5q2QkRE5AQZO4BuL02fPt2uXbs20mUMWgEb4Pkdz/OLtb/AF/Bxx+l38NkJn8VdewRWfgu2vOIcGJMEeWfC8LOcJfcTEB0f2eJFRET6GWPMB9ba6Z3uUwCTjg7VHeIn7/2EtwvfZnLGZO49517GpI6Bin1w4F+w/13Y/y84shmwYNyQMwWGnw3DZjqfiUMifRkiIiIRdcIBzBgzB3gQcAOPW2vv77DfBPfPA+qBRdbadd21Ncb8ELgNaH3U7rvW2te6q0MBrO9Ya1m5ZyX3v38/NS01LJ68mFsn30qUO+roQQ2VULgG9r/nLAc/AF+Ds2/42TDleph0FXhTI3MRIiIiEXRCAcwY4wa2AxcDhcAa4AZr7eaQY+YBX8UJYDOBB621M7trGwxgtdbaB8K9EAWwvlfeWM7979/Pyj0rKUguYNGkRcwdOZdYT+yxB/uanTFiu1fBhmehdDu4o2HsHCeMjbkEPNF9fxEiIiIRcKIB7Gzgh9baS4PrdwNYa38WcsxvgLestUuC69uAC4D8rtoqgA0sbx14iwfXPcjOyp2kxKRw7ZhruX7c9eQk5HTewFoo/hDWL4ONz0FdidMTNukaJ4wNmwHG9O1FiIiI9KHuApgnjPa5wIGQ9UKcXq6ejskNo+0dxpjPAWuBb1prKzopfjGwGGD48OFhlCsnwwXDLuD8vPN5/9D7PLPlGZ7c9CRPbnqSi4ZdxMIJC5k+ZDomNFAZA0NPd5ZLfgK7VsGGZfDhM7D2d5A6EqbMhxHnwJDJEJ8euYsTERHpY+EEsM66KTp2m3V1THdtHwF+HFz/MfBz4JZjDrb2MeAxcHrAwqhXThJjDDNzZjIzZyZFtUUs3baUF3a8wJv732RM6hhuGH8Dnx75aeKi4to3dHtg7CXO0ljtPE25YRm8/T+0/c8hMQeGnAbZpwU/J0PaKKetiIjIIBPOf90KgWEh63lAUZjHRHfV1lp7uHWjMea3wJ/DrloibmjCUL7xiW/w5alf5rU9r/HMlmf40bs/4pcf/JJrx1zLTRNvIisu69iGsUlw+o3OUlcGhzbA4Y1waKPzuftvEPA5x3piIXO8E8rGXOKMJfPE9O2FioiInAThjAHz4Ayknw0cxBlIv9BauynkmE8Dd3B0EP6vrbUzumtrjMmx1hYH2/8HMNNau6C7WjQGrP+y1rLuyDqe2fIMf93/VzwuD58Z+xm+MPkLZHgzwj+RrxlKtx0NZIc+ckJaQ4UzhmzyfJi2EHKmagyZiIj0a70xDcU84Fc4U0k8Ya29zxhzO4C19tHgNBQPAXNwpqG42Vq7tqu2we1/AKbh3IPaC3yxNZB1RQFsYDhQfYDfbPgNf979Z6JcUcwfN5+bT7v5+IJYqIAfdv0NPvwjbH0V/M3ObcppNzrjyOI/5nlFREROIk3EKhGxv3p/WxCLdkWzYPwCbj7tZtJi0z7+SevLYePzzmD+onXg8ji3JqfdCGMuhtB5ykRERCJIAUwiam/VXn6z4Te8tuc1YtwxThCbdDOpsSc4QevhzbD+GWeqi7ojEJ8J4y+DgvMhf5aerBQRkYhSAJN+YU/VHh5d/ygr96wk1hPLjRNuZOH4hWTGZZ7Yif0tsPOv8OGfnFuVzTWAcZ6kLDgfRl4AI87W+ypFRKRPKYBJv7K7cjePrn+U1/e+jsu4mJU3i+vGXscnh34St8t9Yif3t0DRv2H3W7D7bSh83xkz5opyXiBecIETynI/oduVIiJyUimASb+0v3o/z+94npd2vkR5YzlZcVlcPfpqrhlzDUMThvbOjzTXOy8P3/O2E8iK1wMWohOcSWALLoCR50PWRHC5euc3RUREUACTfq4l0MLbB97muR3P8c+D/wTgnKHncO3Ya7lg2AVEuXqxp6q+HPb+PRjI3oKync72uIzg7crznc/U/N77TREROSUpgMmAUVRbxIs7X+TFHS9yuP4wabFpXDn6Ss7LPY8JaRNIiE7o3R+sKnR6xlp7yGoPOdtT850wlncmxKVBbHLIkuL0oKnHTEREuqEAJgOOP+DnH0X/4Lntz7G6cDV+6wcgPymfCWkTmJg+kYnpExmfPp6k6KTe+VFroXT70fFje/8OTVWdH2tcEJPkBDJvitODlj356PsvU4ZrolgRkVOcApgMaBWNFWws3cjmss1sLtvMlvItFNcdnbN3WOKwtlB2ft75jE4d3Ts/7PdBdSE0VkFDpfPZtnRYry6CI1sg0OK09aYFw9i0o6EsKVehTETkFKIAJoNOeWM5W8q2sKV8S1swO1h7EIDZw2dz25TbmJQ+qW+L8jXB4U3OU5hF/4aiD+HIZgj23hGfCdlTnE9vinMrs8vPVIiK7dv6RUSkVymAySmhrKGMpduW8qfNf6KmpYbzcs9j8ZTFTMuaFrmiWhrah7LDG6G+wulBa6ruvm32ZBj9KWcZNlPTZoiIDDAKYHJKqWmuYenWpTy9+WkqmyqZmT2TL079ItOHTMf0p1uAfp8TwhqCgayh8uhn7RFnDNqB9yDgg+hE5+nM0bOdQJYyPNLVi4hIDxTA5JRU31LP8u3LeWrTU5Q2lHJ61uksnrKYTw79ZP8KYt1prIY9q2Hnm85s/1X7ne0ZY4O9Y7OdsWXWArbrT3BuayYPgxOd7FZERMKiACantEZfIy/ufJEnNj7BobpDTEqfxILxC5iaOZURSSNwmQEynYS1ULojGMbedHrI/E3Hdw5XFKSOgLSCY5eU4brNKSLSixTARIAWfwsrdq3g8Y8ep7C2EIDEqEQmZUxicsZkZ8mcTIY3I8KVhqm53rlF2VgFBHv0jHG+d/wEqC+F8t0hyx5orj16PuOGlGHOE5uT5zs9bJ7ovr0mEZFBRAFMJIQ/4Gd31W42lm7ko9KP2Fi6ke0V29vmGsuOz2ZyxmROyziNM7LOYErmlIHTS3Y8rIW6kvaBrHyXMwdafakzlcZp18LUGyD3DE2hISJynBTARHrQ4GtgW/k2NpRsaAtmrb1kuQm5XD7qci4vuJzhSafA4Hd/C+xaBeuXwtZXnduc6aNhygKYMt+5hSkiIj1SABP5GCoaK/j7wb+zYtcK/lX8LyyWaZnTuHzU5VyafynJMcmRLvHka6yCzS/D+mWw7+/OtuHnwNTrYcwl4I4ODvRvFfweus3ldt4aoNuZInKKUQATOUGH6g7x6u5XWbFrBburdhPliuKCYRdw5agrOSf3nN59YXh/VbEPPnrWCWNlO46/fXSC8ySmNzjRbOuEs61LXBqkjoSMMZAwRLc8RWTAUwAT6SXWWjaXb+aVXa/w2u7XqGiqIC02jUtGXML07OlMzZxKdnx2pMs8uayFg+ugaF3n+9uCU/Az4A++zqmi/dJY6XzWlx99hVOr6ERIH+WEsfQxkDHauQ2aPhqi40/apYmI9KYTDmDGmDnAg4AbeNxae3+H/Sa4fx5QDyyy1q4Ls+1dwP8DMq21pd3VoQAm/UlLoIV/HPwHK3atYHXhapqCU0Jkx2czNXMq0zKnMTVzKuPTxhOl6R26Zi201B99IKB0p9PDVroDynZB1QHabm0CJOZAlDfkNmfH254hxw45DcbNhbFzICGrDy5GROSoEwpgxhg3sB24GCgE1gA3WGs3hxwzD/gqTgCbCTxorZ3ZU1tjzDDgcWA88AkFMBmoWvwtbKvYxodHPmR9yXrWl6xve2F4jDuGSemTmJo5lSmZUyhIKWBYwjCFsnC1NDhBrGwHlO10ntb0N4ccEDoFR8i2gA8O/CsY4AzkTYdx85wlc1z4tzgDAWcC3NIdzvs+M8Y4t0o1pk1EenCiAexs4IfW2kuD63cDWGt/FnLMb4C3rLVLguvbgAuA/O7aGmOeA34MvAxMVwCTweRw3WHWl6znwxInlG0p20JL8Fab27gZmjCUEUkjyE/KZ0TSiLbvQ+KHDM5pLyLBWuf9m9tWwrbXnPdxghOgxs1zeseGnw1uTzDo7YSSbU7YKt0e7IXbAb7G9uc1bkjNd95IkDEm+Bn8HpfW55cpIv1TdwHME0b7XOBAyHohTi9XT8fkdtfWGHMFcNBau76718IYYxYDiwGGDz8FpgCQQWNI/BAuib+ES/IvAaDJ38T28u3srd7L3uq97Kvex77qfXxw+AMafA1t7WLcMYxIGsEFwy7gmjHXkJuQG6lLGPiMcV5qnj0Zzv9PqC6C7a87gWzN4/Dew87DALFJUBl6q9M4021kjHPewdkasDzRIbdIgwFt11/b98jFpTvHpo9uH9BSRjhBT0SE8AJYZ+moY7dZV8d0ut0YEwd8D7ikpx+31j4GPAZOD1hPx4v0VzHuGCZnOrPth7LWcqT+CPuq97UFs23l2/jtht/y2w2/5eyhZ3PNmGu4aNhFum15opKGwvRbnKWp1pnvbPsb4GuAaZ91wlLmOEgbBVGxnZ8j9xPt1wN+qNwX0msWDGbbVsK//3D0OFeU88qnjDFHHy5IHQEuT8/j2Vp73BKz9XSoyCARTgArBIaFrOcBRWEeE93F9lHASKC19ysPWGeMmWGtPXQ8FyAy0BljGBI/hCHxQ5iRM6Nte3FtMS/ufJEXd77IXW/fRVpsGleMuoJrxlzDyOSREax4kIhJgIlXOMuJcLmPvk9z7KXt99WXO7c1W8NZ2U7nc/sbxz75GVbNSR1ueY51AmNqftfv8Wyug7pS5+0GdWXOZ32ZM4dbXLqzxGcc/e6JOf66ROS4hTMGzIMzkH42cBBnIP1Ca+2mkGM+DdzB0UH4v7bWzginbbD9XjQGTKRT/oCffxb9k+d3PM/bB97GZ32ckXUG1429jotHXEysp4ueGum//D6n16xyP+1ue8Kx03gY49ziLN/jhLfWMWo1If8/2OVxAmD6aOfYumDIqit1eveOR3QixAfDWFwGJOc6t2Izg0tiTvi9cNZC7REo2erUXbLVeeJ17KXORL6aUkQGud6YhmIe8CucqSSesNbeZ4y5HcBa+2hwGoqHgDk401DcbK1d21XbTs6/FwUwkR6VNpTy8s6XeWHHC+yv2U9idCJnZJ1BQXIBI5NHUpBSQEFyAYnRiZEuVU62xmpnLFrJ9qO3Pst2OT1Y8RlOeIrPaP89LuNouPK3HA1p9WUhPWQhvWR1pU5QbKw6+rttvXAhoSxjLHhioXTb0aDV+tlQEdI22ekxbCgHjxfGfAomXOkEstikvv8bipxkmohVZJCx1rL28Fpe2vkSm8s2s696X9sTlgCZ3sxjQllBcgEZ3gy6e+hF5BjWQu3hYM9baw/cNif41XYxYsSbCpkTnHCWFfzMHO+84cAGYP+7ziuutrwCNcXO7dBRs2HilTBujtNeZBBQABMZ5HwBHwdrD7K7cje7q5xlT9Uedlftpq6lru24xOhECpILGJUyqi2UjUoZRXZ8tqa+kOPXUOncDi3Z6kzVkTneWeIzwrtNGQhA4RonjG1+GaoLnYcVCs53Js9NGX50bFpcOsQk6iEEGVAUwEROUdZaShpKnFAWDGe7Knexu2o35Y3lbcd5PV6ntyy5gNOzTufTBZ8mPkrjc6QPtb7iavNLThir3HfsMaEPDrQtac4YuHCM/zSMnNW7dYt0QwFMRI5R0VjR1lu2u9IJZruqdnGk/gjxUfFcOepKFoxfoCcupe9Z6zyg0Pr0ZsexavXlR7c1lDu3NcNx0X/BjNtObu0iIRTARCQs1lo+Kv2IJVuX8Pre1/EFfJydczYLJyzkvNzzcLvckS5RRGTAUAATkeNW2lDKCzteYNm2ZRypP0JuQi7Xj7ueq0dfTUpsSqTLExHp9xTARORj8wV8/O3A31iydQlrDq0hxh3DvJHzmJM/p21m/tZ/j1iOfrZucxs3yTHJpMWmkRKbQpRLs/mLyKlBAUxEesWOih0s3bqUV3a/0u79lccjMTqRtNg0UmNSSY1Ndb4HPwuSCxidMpqsuCxNlyEiA54CmIj0qurmaraWbQU4JigZTNs2g8EX8FHZVElFYwXlTeVUNFa0La3rlY2V+Kyv7RxJ0UmMThnNmNQxjEkZw5jUMYxOHU1StCbrFJGBo7sAFuazuyIiRyVFJ7V7b+WJstZS0VTBrspd7KjYwc7Kneyo2MGru1+ltqW27bghcUMYkzqGuSPnMjd/rl5OLiIDlnrARKTfstZyqO4QOyp3tAWzDSUb2F+znyFxQ7hp4k1cO+ZaEqITIl2qiMgxdAtSRAYNay3vHHyHJzc+ydrDa0mMSuQz4z7DjRNuJCsuK9LliYi0UQATkUFpY+lGntz4JG/ufxOXcXF5weUsmrSIgpSCSJcmIqIAJiKD24HqA/x+8+95eefLNPobOT/vfBZNWsTkzMlYawnYQNvUGAECWHv0e8AGiPPEERcVF+nLEJFBRgFMRE4JFY0VLN26lGe2PkNlU+VxtfV6vGR4M8jwZpAem066N9357k0nIzaj7Xu6N50Yd8xJugIRGUwUwETklNLga+D1Pa9T1liGweAyLlzGBXDMd4Oh3ldPaUMppQ2llDWUUdZQRmljKVVNVZ2ePzEqsS2MpceGBLVgeMtLzKMguUBzmYmc4jQNhYicUrweL1ePufqEz9Psb6a8sdwJZK0BrbHsaFBrLGN7xXbeLXqXmpaadm2z47M5L/c8ZuXNYmbOTLwe7wnXIyKDhwKYiEgXot3RZMdnkx2f3eOxTf6mtt6znZU7WV24mld3v8ry7cuJdkUzI2cGs/JmMStvFrkJuT2ez1pLdXM1R+qPUNVUxfCk4WR6M9WrJjJI6BakiMhJ0uxv5oPDH7C6cDXvHHyHfdX7ABiVPIpZebM4Pet0altqKWkooaS+hCP1RyhpCH7Wl9AcaG53vrTYNCakTWBC+gTGp41nQtoE8hLz2m6pikj/ojFgIiL9wN6qvawuXM3qg6v54PAH+AJHX78UHxVPpjeTrLgsMuMyyfI6n5lxmSRFJbGneg9byrawtXwruyp3tb26KSEqgXFp45iQ5oSySemTGJk8ErfLHanLFJGgEw5gxpg5wIOAG3jcWnt/h/0muH8eUA8sstau666tMebHwJVAADgSbFPUXR0KYCIyWNQ217KzcicpMSlkxmUSHxUfdttmfzM7KnewtWwrW8qdULa9YnvbC9K9Hi8T0iYwMX0ip2WcxqT0SQxPGq6eMpE+dkIBzBjjBrYDFwOFwBrgBmvt5pBj5gFfxQlgM4EHrbUzu2trjEmy1lYH238NmGitvb27WhTAREQ65w/42Ve9j01lm5yldBNby7fS6G8EnJ6yiekTmZQxiUnpzpKbkKsxZSIn0Yk+BTkD2Gmt3R082VKcnqvNIcdcCTxtnTT3njEmxRiTA+R31bY1fAXFAwPnXqiISD/jdrkpSCmgIKWAy0ddDoAv4GN31W42lR4NZX/c/EdaAi0ApMakMjFjIqelO71kp2WcRmZcZiQvQ+SUEU4AywUOhKwX4vRy9XRMbk9tjTH3AZ8DqoALO/txY8xiYDHA8OHDwyhXREQAPC4PY1PHMjZ1bNu0HC3+FrZXbmdT6SY2lm5kU9kmflv0WwI2AEBWXBanpZ/WduuyIKWADG8GHpcemhfpTeH8E9VZ/3TH3qqujum2rbX2e8D3jDF3A3cA9xxzsLWPAY+BcwsyjHpFRKQLUe6otluQ88fNB5yJa7eWb2Vj6ca2ULbqwKq2Ni7jIj023Xk4IC6LIXFDnIcFvJlt35Nikmgd0mKD/5oPXQ/d1vpaqNDXQ2Fpt+71eBmWOKwv/zQifSqcAFYIhP5TkAd0HCzf1THRYbQFeAZ4lU4CmIiInFxej5fTs07n9KzT27ZVN1ezuWwz+6v3c6T+iLM0HOFg7UH+feTfXb4loDdNy5zGTRNv4qLhF6kHTgadcP4XvQYYY4wZCRwEFgALOxyzArgjOMZrJlBlrS02xpR01dYYM8ZauyPY/gpg6wlfjYiI9Iqk6CTOyjmLs3LO6nR/k7/paDCrP0JNcw3GGEzwxofBtFsH2gb8t74CKvS7MUePNxiK64pZunUp33z7m+TE57Bw/EKuGXsNSdFJJ/nKRfpGuNNQzAN+hTOVxBPW2vuMMbcDWGsfDU5D8RAwB2caiputtWu7ahvc/jwwDmcain3A7dbag93VoacgRUROHf6An7cL3+YPm//A2sNr8Xq8XDX6Km6ccCMjkkZEujyRHmkiVhERGdC2lG3hj1v+yMo9K/EFfMzKm8VnJ36WmdkzNZWG9FsKYCIiMiiUNpTy7LZnWbZtGeWN5YxMHklWXNbRQfwdBvu3fjfGkBabxpC4IWTHZ7f7zIzL1BgzOSkUwEREZFBp8jexcs9KXt39Kk3+pk7HmrWOLQMnhJU3lnOo7hD1vvp253IZFxmxGU4gi3eCWU58DkPjh5KdkM3Q+KGkxKT0Wk+bP+CntKGU4rpiDtUd4lDdIYrrivFbPxcNv4gZ2TMUCAcJBTARERGcIFbbUsuhukMcrj/cFoBCvx+qO9T2BoFWXo+3LZi1LonRiUenzrCBdtNrhK7XtdS1C1tH6o+0vcuzVXxUPAEboMHXQHpsOnNGzmHuyLlMyZiiW6wDmAKYiIhImKy1VDZVUlxX7Cy1xcd8L2ssC/t8HuNp17MW+tn6PTE6kSZ/E+8UvsNre17j7QNv0xxoJi8hj7kj5/Lpgk8zKmXUSbxqORkUwERERHpRo6+RBl9Duyk0XLiOTqVhTNsUGx6X57hfhF7TXMOq/at4bc9rvFf8HgEbYGzqWOaNnMfs4bOJi4oD2o91a12HLsbDBQ/ruM8Yw9D4oUS5o070zyIdKICJiIgMUKUNpbyx9w3+//buN7Suu47j+PuT3LY3y+2frUuzJLe6Fsvm6NbWqAxWypwi3SyrTwQFseiDMZgwwaKbPhCFPRJERHEMHU6cykCrRVZsmRYdrNpGm+5PMy1abG7aJKVom6Z1vc3XB/e0vfnT5NQm59w2nxeEe87vnJP7O3wo+fb8+f12/XMXvcO9c/IdxeYi69rW0d3eTXd7N/e23UtLoWVOvms+cQFmZmZ2Ezh25hj7T+ynOlYd/7LBpQFwrzL47XQD414cu0jfqT56BnvoO9VHEBSaCqxdvvZyQbZhxQZKC0tZneZNwwWYmZmZzej0O6c5OHSQA4MH6Bns4a2Tb1GNKk1q4u7b7uauW++is9RJV6mLrlIXnaVO2lraaG5qzrvrDWm6AszvuZqZmRlQm4JqIq1FGQAABgxJREFUU3kTm8qbABi9MMqhk4foGeyhZ7CHVyuvMnxueNwxhaYCna2d4wqzJQuXXH7WbKpJ2i8tFwtFulprhVxHqYNFzYsyPNt8uQAzMzOzKd2y4JZJc4Ker57n+NnjDIwMUBmpjPvce2zvNb0hOlFbS9ukK2yX1m+2FwVcgJmZmVlqxUKRVUtXsWrpqim3n6ue4+yFs8DkZ8/qB8eVxOiF0UlF3MDIAL3Dvew+unvceGlCtLe2Uy6V6Sp1UV5c+1y5eCXlxWWWF5ffUGOmuQAzMzOzWdNSaEn9BuWShUu4o/UOutu7J22rjlUZHh2mMlK5/NN/pp/KSIXXBl5j6NzQuP2LzUXaW9spKF1ps/0D29nYtTHVvnPBBZiZmZk1nEJTgY5SBx2lDt7P5OfYz1fPM3B2gMqZCv0j/VTOVDgxeoKxGEv1+0sL8n2r0wWYmZmZ3XCKhSKrl65m9dLVeXfl/3JtQ/OamZmZ2XVzAWZmZmaWMRdgZmZmZhlzAWZmZmaWsVQFmKTNkt6WdETSU1Nsl6TvJNsPSXrfTMdK+qakvmT/HZKWzc4pmZmZmTW2GQswSc3A94CHgXuAT0m6Z8JuDwNrkp/HgO+nOHYPsDYi7gP+Bjx93WdjZmZmdgNIcwXsg8CRiPhHRLwD/BzYOmGfrcCPo2YfsExSx3THRsTuiMtD3O4DyrNwPmZmZmYNL00B1gUcq1vvT9rS7JPmWIDPAbtS9MXMzMzshpdmINapJlaKlPvMeKykrwJV4MUpv1x6jNptTYARSW9P29vrdztwco6/w66dc2k8zqQxOZfG40waUxa5vPtqG9IUYP3Ayrr1MjCQcp+F0x0raRuwBfhwREws6gCIiOeA51L0c1ZIOhARk+c8sFw5l8bjTBqTc2k8zqQx5Z1LmluQ+4E1klZJWgh8Etg5YZ+dwGeStyHvB/4TEcenO1bSZuDLwKMRMTpL52NmZmbW8Ga8AhYRVUmfB34LNAPPR8Sbkh5Ptj8LvAw8AhwBRoHPTnds8qu/CywC9kgC2BcRj8/myZmZmZk1olSTcUfEy9SKrPq2Z+uWA3gi7bFJ+3uuqafZyex2p10T59J4nEljci6Nx5k0plxz0VUevTIzMzOzOeKpiMzMzMwy5gLMzMzMLGMuwOrMNOelZUPS85KGJL1R13abpD2S/p583ppnH+cbSSsl/V7SYUlvSnoyaXcuOZFUlPRnSb1JJl9P2p1JziQ1S/qrpN8k684kZ5KOSnpd0kFJB5K2XHNxAZZIOeelZeNHwOYJbU8Br0TEGuCVZN2yUwW+GBHvBe4Hnkj+fTiX/PwXeCgi1gHrgc3JMEDOJH9PAofr1p1JY/hQRKyvG/sr11xcgF2RZs5Ly0BE/AE4NaF5K/BCsvwC8PFMOzXPRcTxiPhLsnyG2h+XLpxLbpK5d0eS1QXJT+BMciWpDHwM+EFdszNpTLnm4gLsirTzVlo+2pPBfUk+V+Tcn3lL0p3ABuBPOJdcJbe6DgJDwJ6IcCb5+zbwJWCsrs2Z5C+A3ZJ6kikOIedcUo0DNk+kmfPSbF6TVAJ+AXwhIk4ngyhbTiLiIrBe0jJgh6S1efdpPpO0BRiKiB5JD+bdHxvngYgYkLSC2gDwfXl3yFfArkgz56XlZ1BSB0DyOZRzf+YdSQuoFV8vRsQvk2bn0gAi4t/AXmrPTjqT/DwAPCrpKLXHWB6S9BOcSe4iYiD5HAJ2UHvsKNdcXIBdkWbOS8vPTmBbsrwN+HWOfZl3VLvU9UPgcER8q26Tc8mJpLbkyheSWoCPAH04k9xExNMRUY6IO6n9DfldRHwaZ5IrSa2SFl9aBj4KvEHOuXgk/DqSHqF2//7SvJXP5NyleUnSz4AHgduBQeBrwK+Al4B3Af8CPhEREx/UtzkiaSPwR+B1rjzb8hVqz4E5lxxIuo/ag8PN1P4z/VJEfEPScpxJ7pJbkNsjYoszyZek1dSuekHt0aufRsQzeefiAszMzMwsY74FaWZmZpYxF2BmZmZmGXMBZmZmZpYxF2BmZmZmGXMBZmZmZpYxF2BmZmZmGXMBZmZmZpax/wHjuTQZ/HKq5QAAAABJRU5ErkJggg==\n", 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\n", "text/plain": [ "
" ] @@ -367,13 +376,6 @@ "\n", "1- Gillis, N., & Glineur, F. (2012). Accelerated multiplicative updates and hierarchical ALS algorithms for nonnegative matrix factorization. Neural computation, 24(4), 1085-1105. [Link](https://www.mitpressjournals.org/doi/abs/10.1162/NECO_a_00256)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": { diff --git a/02_tensor_decomposition/nn_tucker_decomposition.ipynb b/02_tensor_decomposition/nn_tucker_decomposition.ipynb index 945664c..909e536 100644 --- a/02_tensor_decomposition/nn_tucker_decomposition.ipynb +++ b/02_tensor_decomposition/nn_tucker_decomposition.ipynb @@ -51,14 +51,14 @@ }, { "attachments": { - "hals_eq.png": { - "image/png": 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" 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" } }, "cell_type": "markdown", "metadata": {}, "source": [ - "![hals_eq.png](attachment:hals_eq.png)" + "![hals_eq-2.png](attachment:hals_eq-2.png)" ] }, { @@ -179,8 +179,8 @@ "output_type": "stream", "text": [ "time for tensorly nntucker: 0.09\n", - "time for HALS with fista: 1.14\n", - "time for HALS with as: 0.39\n" + "time for HALS with fista: 1.17\n", + "time for HALS with as: 0.53\n" ] } ], @@ -208,9 +208,9 @@ "name": "stdout", "output_type": "stream", "text": [ - "RMSE tensorly nntucker: 284.7904721270734\n", - "RMSE for hals with fista: 282.07646431687283\n", - "RMSE for hals with as: 281.85485608475744\n" + "RMSE tensorly nntucker: 285.67103230388966\n", + "RMSE for hals with fista: 283.64966831902404\n", + "RMSE for hals with as: 283.5696695066508\n" ] } ], @@ -235,7 +235,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -274,13 +274,6 @@ "\n", "1- Gillis, N., & Glineur, F. (2012). Accelerated multiplicative updates and hierarchical ALS algorithms for nonnegative matrix factorization. Neural computation, 24(4), 1085-1105. [Link](https://www.mitpressjournals.org/doi/abs/10.1162/NECO_a_00256)" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [] } ], "metadata": {