Audun Jøsang: Subjective Logic | Taschenbuch

Cover: 9783319825557 | Subjective Logic | A Formalism for Reasoning Under Uncertainty | Buch

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Sprache: Englisch

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Beschreibung

This is the first comprehensive treatment of subjective logic and all its operations. The author developed the approach, and in this book he first explains subjective opinions, opinion representation, and decision-making under vagueness and uncertainty, and he then offers a full definition of subjective logic, harmonising the key notations and formalisms, concluding with chapters on trust networks and subjective Bayesian networks, which when combined form general subjective networks. The author shows how real-world situations can be realistically modelled with regard to how situations are perceived, with conclusions that more correctly reflect the ignorance and uncertainties that result from partially uncertain input arguments.
The book will help researchers and practitioners to advance, improve and apply subjective logic to build powerful artificial reasoning models and tools for solving real-world problems. A good grounding in discrete mathematics is a prerequisite.

Zusammenfassung

A critical tool in understanding and incorporating uncertainty into decision-making

First comprehensive treatment of subjective logic and its operations, by the researcher who developed the approach

Helpful for researchers and practitioners who want to build artificial reasoning models and tools for solving real-world problems

Inhaltsverzeichnis

Introduction.- Elements of Subjective Opinions.- Opinion Representations.- Decision-Making Under Vagueness and Uncertainty.- Principles of Subjective Logic.- Addition, Subtraction and Complement.- Binomial Multiplication and Division.- Multinomial Multiplication and Division.- Conditional Deduction.- Conditional Abduction.- Joint and Marginal Opinions.- Fusion of Subjective Opinions.- Unfusion and Fission of Subjective Opinions.- Computational Trust.- Trust Networks.- Bayesian Reputation Systems.- Subjective Networks.

Details

Erscheinungsjahr:	2018
Genre:	Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
Reihe:	Artificial Intelligence: Foundations, Theory, and Algorithms
Inhalt:	xxi 337 S. 119 s/w Illustr. 337 p. 119 illus.
ISBN-13:	9783319825557
ISBN-10:	3319825550
Sprache:	Englisch
Ausstattung / Beilage:	Paperback
Einband:	Kartoniert / Broschiert
Autor:	Jøsang, Audun
Auflage:	Softcover reprint of the original 1st ed. 2016
Hersteller:	Springer International Publishing Springer International Publishing AG Artificial Intelligence: Foundations, Theory, and Algorithms
Maße:	235 x 155 x 20 mm
Von/Mit:	Audun Jøsang
Erscheinungsdatum:	23.06.2018
Gewicht:	0,546 kg