Class Meeting for 10-710 11-29-2011

This is one of the class meetings on the schedule for the course Syllabus for Structured Prediction 10-210 in Fall 2011.

Guest lecture(s) by Frank Lin and Ni Lao.

Learning on Graphs

• Slides from Frank Lin - Power Iteration Clustering. (pdf) (pptx with builds)

• Slides from Ni Lao - Relation Learning with Path Constrained Random Walks (pdf)

Readings

• Ni Lao, Tom Mitchell, William W. Cohen, Random Walk Inference and Learning in A Large Scale Knowledge Base. EMNLP, 2011

• Ni Lao, William W. Cohen, Relational retrieval using a combination of path-constrained random walks Machine Learning, 2010, Volume 81, Number 1, Pages 53-67

• Ni Lao, William W. Cohen, Fast Query Execution for Retrieval Models based on Path Constrained Random Walks. KDD, 2010

• Frank Lin and William W. Cohen, Power Iteration Clustering. ICML 2010, Haifa, Israel.

• Frank Lin and William W. Cohen, Semi-Supervised Classification of Network Data Using Very Few Labels. ASONAM 2010, Odense, Denmark.