Formal ways of representing uncertainty and various logics for reasoning about it; updated with new material on weighted probability measures, complexity-theoretic considerations, and other topics.
Contents
Intro -- Contents -- Preface -- 1 Introduction and Overview -- 2 Representing Uncertainty -- 3 Updating Beliefs -- 4 Independence and Bayesian Networks -- 5 Expectation -- 6 Multi-Agent Systems -- 7 Logics for Reasoning about Uncertainty -- 8 Beliefs, Defaults, and Counterfactuals -- 9 Belief Revision -- 10 First-Order Modal Logic -- 11 From Statistics to Beliefs -- 12 Final Words -- References -- Glossary of Symbols -- Index.
Local Note
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