This course provides an introduction to complex networks and their structure and function, with examples from engineering, applied mathematics, and social sciences
FREE
This course includes
Hours of videos
499 years, 11 months
Units & Quizzes
18
Unlimited Lifetime access
Access on mobile app
Certificate of Completion
Topics include spectral graph theory, notions of centrality, random graph models, contagion phenomena, cascades and diffusion, and opinion dynamics.
Course Currilcum
- Course specifics, motivation, and intro to graph theory Unlimited
- Introduction to graph theory Unlimited
- Strong and weak ties, triadic closure, and homophily Unlimited
- Centrality measures Unlimited
- Centrality and web search, spectral graph theory Unlimited
- Spectral graph theory, spectral clustering, and community detection I Unlimited
- Spectral graph theory, spectral clustering, and community detection II Unlimited
- Network models I Unlimited
- Network models II Unlimited
- Network models III Unlimited
- Configuration model and small-world graphs Unlimited
- Growing networks Unlimited
- Linear dynamical systems Unlimited
- Markov chains / Information spread and distributed computation Unlimited
- Learning and herding Unlimited
- Epidemics Unlimited
- Introduction to game theory I Unlimited
- Introduction to game theory II / Application of game theory to networks Unlimited
