Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1780968350212423680 |
---|---|
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. |
id | cern-2740617 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 1998 |
publisher | Springer |
record_format | invenio |
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 |