Class meeting for 10-605 2013 03 04

This is one of the class meetings on the schedule for the course Machine Learning with Large Datasets 10-605 in Spring_2013.

Slides

• Classification in graphs: stacking for classifying WebSpam
  • Powerpoint
• Properties of natural graphs
  • Powerpoint

Readings

• Know your neighbors: web spam detection using the web topology, Carlos Castillo, Debora Donato, Aristides Gionis, Vanessa Murdock. Fabrizio Silvestri, SIGIR 2007.
• Stacked Graphical Models for Efficient Inference in Markov Random Fields, Zhenzhen Kou and William W. Cohen (2007), in SDM-2007.

Optional

• Online Stacked Graphical Learning, Zhenzhen Kou, Vitor Carvalho and William W. Cohen (2007), in SDM-2007.
• Samping from Large Graphs, Jure Leskovec and Christos Faloutsos, KDD 2006.