Direct link to video

• Wikipage of the lecture: LectureOnNetworkTheory

This lecture will discuss Network Theory:

Part I – Static networks

• Understand the notion of networks as graphs consisting of nodes and edges:
  • Directed vs undirected
  • Weighted unweighted
• Understand different topologies and how they affect the network:
  • Random
  • Preferential
• Know the meaning of the basic network metrics:
  • Graph diameter
  • Shortest Average Path Length
  • Degree distributions
  • Minimum spanning tree
• Understand basic network evolution processes:
  • Small world networks

Part II – Dynamic networks

• Network visualization:
  • Why network views are important
  • Graph layouts
  • Networks vs hierarchies
• Using networks:
  • Inuput/Output analysis
  • LCA
• Measuring real networks:
  • Economies
  • Wikis/knowledge
  • Ecosystems
• Processes on networks:
  • Avalanche models
  • Metcalfe’s law

Below is a link to the lecture slides and a paper.