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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.
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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