1 - Oregon State University

Outline Two Cultures of Machine Learning Probabilistic Graphical Models Non-Parametric Discriminative Models Advantages and Disadvantages of Each Representing conditional probability distributions usingnon-parametric machine learning methods Logistic regression (Friedman) Conditional random fields (Dietterich, et al.) Latent variable models (Hutchinson, et al.) Ongoing Work Conclusions42TAAI 201111/11/2011