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(Ebook) Reasoning about Uncertainty 2nd Edition by Joseph Y Halpern ISBN 9780262533805 0262533804

  • SKU: EBN-7335914
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Authors:Joseph Y. Halpern
Pages:505 pages.
Year:2017
Editon:second edition
Publisher:The MIT Press
Language:english
File Size:4.89 MB
Format:pdf
ISBNS:9780262533805, 0262533804
Categories: Ebooks

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(Ebook) Reasoning about Uncertainty 2nd Edition by Joseph Y Halpern ISBN 9780262533805 0262533804

(Ebook) Reasoning about Uncertainty 2nd Edition by Joseph Y Halpern - Ebook PDF Instant Download/Delivery: 9780262533805, 0262533804
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ISBN 10: 0262533804
ISBN 13: 9780262533805
Author: Joseph Y Halpern

Uncertainty is a fundamental and unavoidable feature of daily life; in order to dealwith uncertaintly intelligently, we need to be able to represent it and reason about it. In thisbook, Joseph Halpern examines formal ways of representing uncertainty and considers various logicsfor reasoning about it. While the ideas presented are formalized in terms of definitions andtheorems, the emphasis is on the philosophy of representing and reasoning about uncertainty; thematerial is accessible and relevant to researchers and students in many fields, including computerscience, artificial intelligence, economics (particularly game theory), mathematics, philosophy, andstatistics.Halpern begins by surveying possible formal systems for representing uncertainty,including probability measures, possibility measures, and plausibility measures. He considers theupdating of beliefs based on changing information and the relation to Bayes' theorem; this leads toa discussion of qualitative, quantitative, and plausibilistic Bayesian networks. He considers notonly the uncertainty of a single agent but also uncertainty in a multi-agent framework. Halpern thenconsiders the formal logical systems for reasoning about uncertainty. He discusses knowledge andbelief; default reasoning and the semantics of default; reasoning about counterfactuals, andcombining probability and counterfactuals; belief revision; first-order modal logic; and statisticsand beliefs. He includes a series of exercises at the end of each chapter

(Ebook) Reasoning about Uncertainty 2nd Edition Table of contents:

  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

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Tags: Joseph Y Halpern, Reasoning, Uncertainty

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