This book guides you through formal systems useful for reasoning about uncertainty. If you've ever wondered about the rationale for probability theory or for ways to overcome its limitation, this is the book for you.The author made an effort to make the book as self-contained as possible (a remarkab
Reasoning about uncertainty
โ Scribed by Halpern, Joseph Y
- Publisher
- The MIT Press
- Year
- 2017
- Tongue
- English
- Leaves
- 505
- Edition
- Second edition
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
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.
Abstract:
โฆ Table of Contents
Content: 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.
โฆ Subjects
Uncertainty (Information theory) -- Textbooks.;Probabilities -- Textbooks.;Reasoning -- Textbooks.;Logic, Symbolic and mathematical -- Textbooks.;SCIENCE -- System Theory.;TECHNOLOGY & ENGINEERING -- Operations Research.;Logic, Symbolic and mathematical.;Probabilities.;Reasoning.;Uncertainty (Information theory);COMPUTER SCIENCE/General;COMPUTER SCIENCE/Artificial Intelligence;PHILOSOPHY/General
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