Network Analysis Course

IMD1155 - ANÁLISE DE REDES - T01

Prof. Patrick Terrematte

Universidade Federal do Rio Grande do Norte (UFRN) / Instituto Metrópole Digital (IMD)

Topics

• Introduction to Network Analysis
  • (Slides 01), (Slides 02), (Slides 03)
• Hubs, Path and Structures
• Small Worlds
• Directed Networks and I/O Graphs
• Bipartite graphs
• Graphs and linear algebra
• Statistical inference on graphs
• Case of Studies:
  1. Game of Thrones
  2. Airport
  3. Wikipedia
  4. Twitter

All notebooks are produced by:

• 📔 Network Analysis Made Simple by Eric Ma and Mridul Seth.
• 📔 Practical Assignments for Network Science by Prof. Leonid Zhukov.

References

• 📚 Network Science by Albert-László Barabási, 2015. [Link]
• 📚 The Atlas for the Aspiring Network Scientist, 2021. [Link]
• 📚 Complex Network Analysis in Python, 2018. [Link]
• 📚 Caldarelli, Guido; Chessa, Alessandro. Data science and complex networks - Real cases studies with Python, 2016.
• 📚 Filippo Menczer; Santo Fortunato; Clayton A. Davis. A First Course in Network Science, 2020.