1.Machine Learning on GraphsJoseph Gonzalez Co-Founder, GraphLab Inc. [email protected] Postdoc, UC Berkeley AMPLab [email protected]. BigData Graphs MoreSignalMoreNoise…

1.Graph Mining: Laws, Generators and Tools Christos Faloutsos CMU2. Thank you! TakashiWashio , Osaka U. EinoshinSuzuki , Kyushu U. Kai Ming Ting , Monash U. 3. Outline Problem…

Slide 1 Lecture 21 Network evolution Slides are modified from Jurij Leskovec, Jon Kleinberg and Christos Faloutsos Slide 2 2 “Needle exchange” networks of drug users…

Exploiting Low-Rank Structure in Computing Matrix Powers with Applications to Preconditioning. Erin C. Carson Nicholas Knight, James Demmel , Ming Gu U.C. Berkeley. Motivation:…

Realistic Graph Generation and Evolution Using Kronecker Multiplication Jurij Leskovec, CMU Deepay Chakrabarti, CMU/Yahoo Jon Kleinberg, Cornell Christos Faloutsos, CMU School…

Models of the web graph Geometric model for OSNs 1 The geometric protean model for on-line social networks Anthony Bonato Ryerson University Toronto WAW’10 December 16,…

Exploiting Low-Rank Structure in Computing Matrix Powers with Applications to Preconditioning. Erin C. Carson Nicholas Knight, James Demmel , Ming Gu U.C. Berkeley. Motivation:…