Bookmark Collection
SI 508 - Networks: Theory and Application
SI 508 has been taught in various forms from 2006 to 2008 to master’s students at the University of Michigan School of Information. The course covers topics in network analysis, from social networks to applications in information networks such as the Internet. I will introduce basic concepts in network theory, discuss metrics and models, use software analysis tools to experiment with a wide variety of real-world network data, and study applications to areas such as information retrieval.
As a network scientist I think networks are fun to talk about, but they are even more fun to play with. Therefore, labs are an integral part of this course. In addition to providing background material, the labs and the demos offer ample opportunity for learners to get hands-on with interactive demonstrations, real-world data sets, and a dizzying array of tools (Pajek, Guess, NetLogo, and others). Experimenting in the labs will enable learners to get much more out of this course than simply reading the lectures and other materials. The labs are also designed to bring you up to speed with the skills you need to do the assignments.
Another important part of the course is the final group project, in which students take the concepts they learned and apply them to networks that they select. Although I can offer little guidance on anyone's individual project through this open format, I hope that the assignments will expose people to different techniques one can apply and various questions to explore. This showcase of student projects from past years should provide some inspiration.
- Lada Adamic
Instructor: Lada Adamic, Ph.D.
dScribes: Pieter Kleymeer, Hung Truong
Course level: Graduate
Course Structure: weekly 1.5 hour lectures augmented by weekly 1.5 hour lab sessions over 14 weeks
Also Offered On: Coursera (registration now open, starts in September 2012)
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SI 508 Networks: Theory and Application- Fall 2008 Midterm (Presentation) -
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SI 508 Networks: Theory and Application- Week 02: Basic Network Concepts (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 02b Lab Instructions: Instructions for Facebook (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 03: Network Centrality (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 04: Small World Networks (Open (Access) Textbook) -
SI 508 Networks: Theory and Application- Week 04a Lab Instructions: Prestige and Small Worlds (Open (Access) Textbook) -
SI 508 Networks: Theory and Application- Week 05: Power-Laws/"Scale Free" Networks (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 05b Lab Instructions: Growing Networks (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 06: Network Traversal (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 07a Lab Presentation: Community Structure (Open (Access) Textbook) -
SI 508 Networks: Theory and Application- Week 07b Lab Instructions: Read Me (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 08: Search in Structured Networks (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 09: Networks in Web & IR (Open (Access) Textbook) -
SI 508 Networks: Theory and Application- Week 09a Lab Instructions: IR Instructions (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 10: Information Diffusion (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 11b Lab Instructions (Open (Access) Textbook) -
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SI 508 Networks: Theory and Application- Week 12: Network Resilience (Open (Access) Textbook) -
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