Analysis of Social Information Networks Thursday January 20 th, Introductory Lecture 1.

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Presentation transcript:

Analysis of Social Information Networks Thursday January 20 th, Introductory Lecture 1

Motivation 2010 was a “social year” -Time Person of the year -The “social network” makes $200m box office -Facebook is 3 rd largest “country” 2 What’s behind the scene? What does it mean for computer scientists? What about 2011, 2016, 2021?

 What primarily matters is your social environment! −For Business: how to best advertise a product? −For Media: how to extract sound and relevant information? −For Engineers-CS: how to best design an application? −For Science at large: how to understand tipping points? … 4 (classical) questions, being reinvented today A key principle 3

 Large set of personal information about users −History of Browsing, Purchasing, Rating −Sociological profile (age, gender, location, income) −Community of interests  Large set of relational information about users −Connections (friendship, collaboration, schoolmate) −Contacts ( IM phone calls etc., meeting) Social Information Networks 4

 In the industry: −Users’s data are company’s key differentiating factor −You (not me) are the social media generation!  In the academia: −CS handles “complexity” with depth and elegance. −A growing trend (ex: Columbia, Cornell, U. Penn) Computer scientists needed! 5

 The topic is broad: “CS-theory, Networking, Sociology, Physics” −This is why the course focuses on algorithmic prop.  The topic seems (at times) immature: “What is a good model? a cause? a correlation?” −Algorithmic research problems have an impact  Involves some mathematical notions: −Goal: self-contained (do ask for more background) Before starting the trip 6

 8 first lectures: “fundamentals” −Weekly review homework (contains 2/3 of midterm) −Your participation: scribing  6 last lectures: “advanced topics” −Bird’s eye view of social media + new trends −Your participation: paper presentation & discussions  Projects: topic review or research case study  Office hours: Wednesday 2-3:30pm, CEPSR 610 Organization 7

−Power-law: How popular items build up? −Epidemics: How gossip (and virus) propagates? −Influence: What can promote or block innovation? −Hidden structures:  Ranking: How to select the most important items?  Similarity: How to exploit others’ tastes ?  Division: How to cut networks −Overview of latest data and empirical dynamics. −A session on mobile social services? 8 A taste of what you’ll see