TiVo Suggestions: Predicting Viewer Affinity Using Collaborative Filtering Kamal Ali – TiVo, Yahoo Wijnand van Stam, TiVo.
INTRODUCTION TO GRAPHICAL MODELS SLIDE CREDITS: KEVIN MURPHY, MARK PASHKIN, ZOUBIN GHAHRAMANI AND JEFF BILMES CS188: Computational Models of Human Behavior.
Expectation Maximization Introduction to Artificial Intelligence COS302 Michael L. Littman Fall 2001.
What we will cover here What is a classifier Difference of learning/training and classifying Math reminder for Naïve Bayes Tennis example = naïve Bayes.
Middle Term Exam 03/01 (Thursday), take home, turn in at noon time of 03/02 (Friday)
Distributional Clustering of Words for Text Classification Authors: L.Douglas Baker Andrew Kachites McCallum Presenter: Yihong Ding.
Co-training LING 572 Fei Xia 02/21/06. Overview Proposed by Blum and Mitchell (1998) Important work: –(Nigam and Ghani, 2000) –(Goldman and Zhou, 2000)
CS 480 Lec 2 Sept 4 complete the introduction Chapter 3 (search)
Final Presentation Tong Wang. 1.Automatic Article Screening in Systematic Review 2.Compression Algorithm on Document Classification.
Probabilities Probability Distribution Predictor Variables Prior Information New Data Prior and New Data Overview.
Naïve Bayes Chapter 4, DDS. Introduction Classification Training set design a model Test set validate the model Classify data set using the model.
CSCI 347 / CS 4206: Data Mining Module 06: Evaluation Topic 07: Cost-Sensitive Measures.