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This course provides an introduction to complex networks and their structure and function, with examples from engineering, applied mathematics, and social sciences
0
English
English [CC]
FREE
- Learn basic syntax that can apply to any language.
- Learn what is a programming language and the basic concepts for beginners.
- Understand what is Javascript in it's truest form.
- Know the basic syntax of Javascript.
- Know some hidden quirks in Javascript.
Description
Topics include spectral graph theory, notions of centrality, random graph models, contagion phenomena, cascades and diffusion, and opinion dynamics.
Course content
- 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
Instructor
Massachusetts Institute of Technology
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