Granular, Fuzzy, and Soft Computing

£399.99

Granular, Fuzzy, and Soft Computing

Information theory Coding theory and cryptology Applied mathematics Databases Data mining Artificial intelligence Expert systems / knowledge-based systems

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Collection: Encyclopedia of Complexity and Systems Science Series

Language: English

Published by: Springer

Published on: 29th March 2023

Format: LCP-protected ePub

ISBN: 9781071626283


Overview of the Encyclopedia of Complexity and Systems Science (ECSS, 2009)

The first edition of the Encyclopedia of Complexity and Systems Science (ECSS, 2009) presented a comprehensive overview of granular computing (GrC) broadly divided into several categories: Granular computing from rough set theory, Granular Computing in Database Theory, Granular Computing in Social Networks, Granular Computing and Fuzzy Set Theory, Grid/Cloud Computing, as well as general issues in granular computing. In 2011, the formal theory of GrC was established, providing an adequate infrastructure to support revolutionary new approaches to computer/data science, including the challenges presented by so-called big data.

Updates in the Second Edition

For this volume of ECSS, Second Edition, many entries have been updated to capture these new developments, together with new chapters on such topics as data clustering, outliers in data mining, qualitative fuzzy sets, and information flow analysis for security applications. Granulations can be seen as a natural and ancient methodology deeply rooted in the human mind. Many daily "things" are routinely granulated into sub "things": The topography of earth is granulated into hills, plateaus, etc., space and time are granulated into infinitesimal granules, and a circle is granulated into polygons of infinitesimal sides. Such granules led to the invention of calculus, topology and non-standard analysis. Formalization of general granulation was difficult but, as shown in this volume, great progress has been made in combining discrete and continuous mathematics under one roof for a broad range of applications in data science.

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