Slide 1 Sonia M. Bartolomei-Suárez Associate Dean of Academic Affairs, School of Engineering David González-Barreto Professor, Industrial Engineering Department Antonio…

Logistic Regression Ram Akella Lecture 3 February 2, 2011 UC Berkeley Silicon Valley Center/SC Overview Motivating example Why not ordinary linear regression? The logistic…

Minimum Rank Error Language Modeling Jen-Tzung Chien, Meng-Sung Wu Minimum Rank Error Language Modeling Introduction Language model for information retrieval Minimum rank…

PowerPoint Presentation Objectives: Generative vs. Discriminative Entropy and Mutual Information Maximum Mutual Information Posteriors and Bayes’ Rule Approximations to…

Logistic Regression Ram Akella Lecture 3 February 2, 2011 UC Berkeley Silicon Valley Center/SC Overview Motivating example Why not ordinary linear regression? The logistic…

Minimum Rank Error Language Modeling Jen-Tzung Chien, Meng-Sung Wu Minimum Rank Error Language Modeling Introduction Language model for information retrieval Minimum rank…