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Belief change

Belief change is an emerging field of artificial intelligence and information science dedicated to the dynamics of information and the present book provides a state-of-the-art picture of its formal foundations. It deals with the addition, deletion and combination of pieces of information and, more g...

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Detalles Bibliográficos
Autores principales: Gabbay, Dov, Smets, Philippe
Lenguaje:eng
Publicado: Springer 1998
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-94-011-5054-5
http://cds.cern.ch/record/2740617
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author Gabbay, Dov
Smets, Philippe
author_facet Gabbay, Dov
Smets, Philippe
author_sort Gabbay, Dov
collection CERN
description Belief change is an emerging field of artificial intelligence and information science dedicated to the dynamics of information and the present book provides a state-of-the-art picture of its formal foundations. It deals with the addition, deletion and combination of pieces of information and, more generally, with the revision, updating and fusion of knowledge bases. The book offers an extensive coverage of, and seeks to reconcile, two traditions in the kinematics of belief that often ignore each other - the symbolic and the numerical (often probabilistic) approaches. Moreover, the work encompasses both revision and fusion problems, even though these two are also commonly investigated by different communities. Finally, the book presents the numerical view of belief change, beyond the probabilistic framework, covering such approaches as possibility theory, belief functions and convex gambles. The work thus presents a unified view of belief change operators, drawing from a widely scattered literature embracing philosophical logic, artificial intelligence, uncertainty modelling and database systems. The material is a clearly organised guide to the literature on the dynamics of epistemic states, knowledge bases and uncertain information, suitable for scholars and graduate students familiar with applied logic, knowledge representation and uncertain reasoning.
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spelling cern-27406172021-04-21T16:45:43Zdoi:10.1007/978-94-011-5054-5http://cds.cern.ch/record/2740617engGabbay, DovSmets, PhilippeBelief changeMathematical Physics and MathematicsBelief change is an emerging field of artificial intelligence and information science dedicated to the dynamics of information and the present book provides a state-of-the-art picture of its formal foundations. It deals with the addition, deletion and combination of pieces of information and, more generally, with the revision, updating and fusion of knowledge bases. The book offers an extensive coverage of, and seeks to reconcile, two traditions in the kinematics of belief that often ignore each other - the symbolic and the numerical (often probabilistic) approaches. Moreover, the work encompasses both revision and fusion problems, even though these two are also commonly investigated by different communities. Finally, the book presents the numerical view of belief change, beyond the probabilistic framework, covering such approaches as possibility theory, belief functions and convex gambles. The work thus presents a unified view of belief change operators, drawing from a widely scattered literature embracing philosophical logic, artificial intelligence, uncertainty modelling and database systems. The material is a clearly organised guide to the literature on the dynamics of epistemic states, knowledge bases and uncertain information, suitable for scholars and graduate students familiar with applied logic, knowledge representation and uncertain reasoning.Springeroai:cds.cern.ch:27406171998
spellingShingle Mathematical Physics and Mathematics
Gabbay, Dov
Smets, Philippe
Belief change
title Belief change
title_full Belief change
title_fullStr Belief change
title_full_unstemmed Belief change
title_short Belief change
title_sort belief change
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-94-011-5054-5
http://cds.cern.ch/record/2740617
work_keys_str_mv AT gabbaydov beliefchange
AT smetsphilippe beliefchange