Tuesday, June 29, 2010

EigenSpokes: Surprising Patterns and Scalable Community Chipping in Large Graphs


Abstract
1. Introduction
2. Related Work
3. Why not Traditional Methods?
- Spectral Clustering
- Graph Partitioning Methods
4. EigenSpokes
4.1 A Surprise: Spokes
4.2 Justification and Proofs
4.3 Ubiquity of Spokes
4.4 Recreating Spokes
5. SpokeEn: Exploiting EigenSpokes
5.1 Designing SpokeEn
5.2 Discussion
5.3 Emperical Results
6. Successes with Real-World Graphs
7. Conclusions
References