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Social and Information Network Analysis

CS224W


Description

How do rumors and information spread? Who are the influencers? Can we predict friendships on Facebook? Networks are the core of the WWW, blogs, Twitter and Facebook. They can be characterized by the complex interplay between information content, millions of individuals and organizations that create it, and the technology that supports it. This course will focus on how to analyze the structure and dynamics of large networks, how to model links, and how design algorithms that work with such large networks.

Topics Include

  • Statistical properties of large networks
  • Models of social network structure and evolution
  • Link prediction
  • Network community detection
  • Diffusion of innovation
  • Information propagation
  • Six-degrees of separation
  • Finding influential nodes in networks
  • Disease outbreak detection
  • Networks with positive and negative ties
  • Connections with work in the social sciences and economics

Instructors

Jure Leskovec, Assistant Professor of Computer Science

Grading

  • Homework(4)- 50%
  • Final Project- 50%

The Final Project consists of a project proposal (20%), a project milestone report (15%), a final project report (50%), and a poster presentation (15%).

Resources


Units

3.0 - 4.0

Students enrolling under the non degree option are required to take the course for 4.0 units.

Prerequisites

  • Knowledge of basic computer science principles at a level sufficient to write a reasonably non-trivial computer program. (e.g., CS107, CS145 or equivalent are recommended)
  • Familiarity with the basic probability theory. (CS109 or STATS116 is sufficient but not necessary)
  • Familiarity with the basic linear algebra. (CS205 would be much more than necessary)

Course Preview

We highly recommend watching the course preview to ensure you have the requisite background and understand the scope of material covered.

Tuition & Fees

For course tuition, reduced tuition (SCPD member companies and United States Armed forces), and fees, please click Tuition & Fees.

Please complete a Course Inquiry so that we may notify you when enrollment opens.