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      Book

      Granular Computing
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      Book

      Granular Computing

      DOI link for Granular Computing

      Granular Computing book

      Analysis and Design of Intelligent Systems

      Granular Computing

      DOI link for Granular Computing

      Granular Computing book

      Analysis and Design of Intelligent Systems
      ByWitold Pedrycz
      Edition 1st Edition
      First Published 2013
      eBook Published 1 October 2018
      Pub. Location Boca Raton
      Imprint CRC Press
      DOI https://doi.org/10.1201/9781315216737
      Pages 309
      eBook ISBN 9781315216737
      Subjects Engineering & Technology
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      Pedrycz, W. (2013). Granular Computing: Analysis and Design of Intelligent Systems (1st ed.). CRC Press. https://doi.org/10.1201/9781315216737

      ABSTRACT

      Information granules, as encountered in natural language, are implicit in nature. To make them fully operational so they can be effectively used to analyze and design intelligent systems, information granules need to be made explicit. An emerging discipline, granular computing focuses on formalizing information granules and unifying them to create a coherent methodological and developmental environment for intelligent system design and analysis. Granular Computing: Analysis and Design of Intelligent Systems presents the unified principles of granular computing along with its comprehensive algorithmic framework and design practices.

      • Introduces the concepts of information granules, information granularity, and granular computing
      • Presents the key formalisms of information granules
      • Builds on the concepts of information granules with discussion of higher-order and higher-type information granules
      • Discusses the operational concept of information granulation and degranulation by highlighting the essence of this tandem and its quantification in terms of the associated reconstruction error
      • Examines the principle of justifiable granularity
      • Stresses the need to look at information granularity as an important design asset that helps construct more realistic models of real-world systems or facilitate collaborative pursuits of system modeling
      • Highlights the concepts, architectures, and design algorithms of granular models
      • Explores application domains where granular computing and granular models play a visible role, including pattern recognition, time series, and decision making

      Written by an internationally renowned authority in the field, this innovative book introduces readers to granular computing as a new paradigm for the analysis and synthesis of intelligent systems. It is a valuable resource for those engaged in research and practical developments in computer, electrical, industrial, manufacturing, and biomedical engineering. Building from fundamentals, the book is also suitable for readers from nontechnical disciplines where information granules assume a visible position.

      TABLE OF CONTENTS

      chapter |18 pages

      Information Granularity, Information Granules, and Granular Computing

      chapter |27 pages

      Key Formalisms for Representation of Information Granules and Processing Mechanisms

      chapter |14 pages

      Information Granules of Higher Type and Higher Order, and Hybrid Information Granules

      chapter |13 pages

      Representation of Information Granules

      chapter |32 pages

      The Design of Information Granules

      chapter |18 pages

      Optimal Allocation of Information Granularity: Building Granular Mappings

      chapter |28 pages

      Granular Description of Data and Pattern Classification

      chapter |32 pages

      Granular Models: Architectures and Development

      chapter |18 pages

      Granular Time Series

      chapter |36 pages

      From Models to Granular Models

      chapter |32 pages

      Collaborative and Linguistic Models of Decision Making

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