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Possibility theory for the design of information fusion systems

This practical guidebook describes the basic concepts, the mathematical developments, and the engineering methodologies for exploiting possibility theory for the computer-based design of an information fusion system where the goal is decision support for industries in smart ICT (information and comm...

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Detalles Bibliográficos
Autores principales: Solaiman, Basel, Bossé, Éloi
Lenguaje:eng
Publicado: Springer 2019
Materias:
Acceso en línea:https://dx.doi.org/10.1007/978-3-030-32853-5
http://cds.cern.ch/record/2706842
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author Solaiman, Basel
Bossé, Éloi
author_facet Solaiman, Basel
Bossé, Éloi
author_sort Solaiman, Basel
collection CERN
description This practical guidebook describes the basic concepts, the mathematical developments, and the engineering methodologies for exploiting possibility theory for the computer-based design of an information fusion system where the goal is decision support for industries in smart ICT (information and communications technologies). This exploitation of possibility theory improves upon probability theory, complements Dempster-Shafer theory, and fills an important gap in this era of Big Data and Internet of Things. The book discusses fundamental possibilistic concepts: distribution, necessity measure, possibility measure, joint distribution, conditioning, distances, similarity measures, possibilistic decisions, fuzzy sets, fuzzy measures and integrals, and finally, the interrelated theories of uncertainty..uncertainty. These topics form an essential tour of the mathematical tools needed for the latter chapters of the book. These chapters present applications related to decision-making and pattern recognition schemes, and finally, a concluding chapter on the use of possibility theory in the overall challenging design of an information fusion system. This book will appeal to researchers and professionals in the field of information fusion and analytics, information and knowledge processing, smart ICT, and decision support systems.
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spelling cern-27068422021-04-21T18:11:39Zdoi:10.1007/978-3-030-32853-5http://cds.cern.ch/record/2706842engSolaiman, BaselBossé, ÉloiPossibility theory for the design of information fusion systemsMathematical Physics and MathematicsThis practical guidebook describes the basic concepts, the mathematical developments, and the engineering methodologies for exploiting possibility theory for the computer-based design of an information fusion system where the goal is decision support for industries in smart ICT (information and communications technologies). This exploitation of possibility theory improves upon probability theory, complements Dempster-Shafer theory, and fills an important gap in this era of Big Data and Internet of Things. The book discusses fundamental possibilistic concepts: distribution, necessity measure, possibility measure, joint distribution, conditioning, distances, similarity measures, possibilistic decisions, fuzzy sets, fuzzy measures and integrals, and finally, the interrelated theories of uncertainty..uncertainty. These topics form an essential tour of the mathematical tools needed for the latter chapters of the book. These chapters present applications related to decision-making and pattern recognition schemes, and finally, a concluding chapter on the use of possibility theory in the overall challenging design of an information fusion system. This book will appeal to researchers and professionals in the field of information fusion and analytics, information and knowledge processing, smart ICT, and decision support systems.Springeroai:cds.cern.ch:27068422019
spellingShingle Mathematical Physics and Mathematics
Solaiman, Basel
Bossé, Éloi
Possibility theory for the design of information fusion systems
title Possibility theory for the design of information fusion systems
title_full Possibility theory for the design of information fusion systems
title_fullStr Possibility theory for the design of information fusion systems
title_full_unstemmed Possibility theory for the design of information fusion systems
title_short Possibility theory for the design of information fusion systems
title_sort possibility theory for the design of information fusion systems
topic Mathematical Physics and Mathematics
url https://dx.doi.org/10.1007/978-3-030-32853-5
http://cds.cern.ch/record/2706842
work_keys_str_mv AT solaimanbasel possibilitytheoryforthedesignofinformationfusionsystems
AT bosseeloi possibilitytheoryforthedesignofinformationfusionsystems