COT 6930: Social Networks and Big Data Analytics Reference

• Book
• [CDM]: Community detection and mining in social media
• [NCM]: Networks, Crowds, and Markets
• [SNM]: Introduction to social network methods
• [DEV]: The developer's guide to social programming
• Research Papers (Algorithms)
1. [LUX]: A Tutorial on Spectral Clustering
2. [DLN]: The Link Prediction Problem for Social Networks
3. [JLA]: Cost-effective Outbreak Detection in Networks
4. [GSC]: Detecting Spammers on Social Networks √
5. [MSD]: Page Rank
6. [AJX]: Why We Twitter: Understanding Microblogging Usage and Communities
7. [HKC]: What is Twitter, a Social Network or a News Media
8. [FBG]: Detecting Spammers on Twitter √
9. [GKJ]: The Structure of Information Pathways in a Social Community Network
10. [RGA]: Information Revelation and Privacy in Online Social Networks (The Facebook case)
11. [RMN]: Representing and Measuring Networks
12. [KBV]: Matrix Factorization Techniques for Recommender Systems
13. [DJE]: Maximizing the Spread of Influence through a Social Network
14. [JLM]: Cascading Behavior in Large Blog Graphs: Patterns and a model
15. [MZK]: Characteristics of YouTube network traffic at a campus network – Measurements, models, and implications
16. [MCH]: I Tube, You Tube, Everybody Tubes: Analyzing the World's Largest User Generated Content Video System
17. [XCC]: Statistics and Social Network of YouTube Videos
18. [HHH]: Starfish: A Selftuning System for Big Data Analytics √
19. [LBD]: Group Formation in Large Social Networks: Membership, Growth, and Evolution
20. [AMM]: Measurement and Analysis of Online Social Networks √
21. [JDS]: MapReduce: Simplified Data Processing on Large Clusters
22. [ATS]: Data Warehousing and Analytics Infrastructure at Facebook
23. [DBJ]: Apache Hadoop Goes Realtime at Facebook
24. [JDS]: MapReduce: A flexible data processing tool
25. [UKC]: PEGASUS: A Peta-Scale Graph Mining System - Implementation and Observations √
26. [CCY]: Outlier Detection in Graph Streams
• Research Papers (Applications)
1. [JBH]: Twitter mood predicts the stock market
2. [TSM]: Earthquake Shakes Twitter Users: Real-time Event Detection by Social Sensors
3. [GCW]: Do Social Networks Improve e-Commerce? A Study on Social Marketplaces √
4. [NCC]: The Benefits of Facebook "Friends:" Social Capital and College Students's Use of Online Social Network Sites
5. [NSY]: Detecting emerging research fronts in regenerative medicine by the citation network analysis of scientific publications