Videos tagged with Game Theory

Lecture slides: Learning CRFs with Hierarchical Features: An Application to Go The Game of Go Territory Prediction Talk Outline Hierarchical Patterns Models Independent Pattern-based Classifiers Inference and Training Bayesian Model Averaging Hierarchical Tree Models CRF & Pattern CRF Inference and Training Pseudolikelihood Local Training Evaluation Models & Algorithms Training Time Inf...

We consider online learning and its relationship to game theory. In an online decision-making problem, as in Singer's lecture, one typically makes a sequence of decisions and receives feedback immediately after making each decision. As far back as the 1950's, game theorists gave algorithms for these problems with strong regret guarantees. Without making statistical assumptions, these algorithms...

There are many challenges in computational modeling of biological processes. Few processes such as signaling pathways operate in- dependently of others but rather involve substantial coordination and shared resources. The level of abstraction appropriate for understand- ing different processes, e.g, viewing a pathway as a filter or a molecular cascade, varies by context and the type of predicti...