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Uncertainty and Vagueness in Knowledge Based Systems

Numerical Methods

Language EnglishEnglish
Book Paperback
Book Uncertainty and Vagueness in Knowledge Based Systems Rudolf Kruse
Libristo code: 06988843
Publishers Springer-Verlag Berlin and Heidelberg GmbH & Co. KG, December 2011
The primary aim of this monograph is to provide a formal framework for the representation and manage... Full description
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The primary aim of this monograph is to provide a formal framework for the representation and management of uncertainty and vagueness in the field of artificial intelligence. It puts particular emphasis on a thorough analysis of these phenomena and on the development of sound mathematical modeling approaches. Beyond this theoretical basis the scope of the book includes also implementational aspects and a valuation of existing models and systems. The fundamental ambition of this book is to show that vagueness and un certainty can be handled adequately by using measure-theoretic methods. The presentation of applicable knowledge representation formalisms and reasoning algorithms substantiates the claim that efficiency requirements do not necessar ily require renunciation of an uncompromising mathematical modeling. These results are used to evaluate systems based on probabilistic methods as well as on non-standard concepts such as certainty factors, fuzzy sets or belief functions. The book is intended to be self-contained and addresses researchers and practioneers in the field of knowledge based systems. It is in particular suit able as a textbook for graduate-level students in AI, operations research and applied probability. A solid mathematical background is necessary for reading this book. Essential parts of the material have been the subject of courses given by the first author for students of computer science and mathematics held since 1984 at the University in Braunschweig.

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About the book

Full name Uncertainty and Vagueness in Knowledge Based Systems
Author Rudolf Kruse, Erhard Schwecke, Jochen Heinsohn
Language English
Binding Book - Paperback
Date of issue 2011
Number of pages 491
EAN 9783642767043
ISBN 3642767044
Libristo code 06988843
Publishers Springer-Verlag Berlin and Heidelberg GmbH & Co. KG
Weight 768
Dimensions 155 x 235 x 28

Categories

Technology, Engineering, Agriculture > Electronics & communications engineering > Electronics engineering > Automatic control engineering > Robotics
Reference, Information & Interdisciplinary subjects > Research & information: general > Information theory > Cybernetics & systems theory
Economics, Finance, Business & Management > Business & Management > Management & management techniques > Management decision making
Mathematics & Science > Mathematics > Calculus & mathematical analysis > Calculus of variations
Mathematics & Science > Mathematics > Applied mathematics > Stochastics
Economics, Finance, Business & Management > Business & Management > Operational research
Mathematics & Science > Mathematics > Probability & statistics
Mathematics & Science > Mathematics > Optimization
Computing & Information Technology > Computer science > Artificial intelligence
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