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Introduction to Network Science
This trimester I'm giving for the first time a course on Introduction to Network Science for the undergraduate studies on Data Science at Universitat Pompeu Fabra.
- Why studying networks
- Basics concepts of graph theory
- Random networks
- Scale-free networks
- Preferential attachment
- Link formation mechanisms
- Homophily and assortativity
- Hubs and authorities
- PageRank
- Link-based centrality
- Network flows
- Dense sub-graphs
- Hierarchical clustering
- Spreading phenomena
All the materials of the course are available on GitHub: https://chatox.github.io/networks-science-course/