Granular Computing Analysis and Design of Intelligent Systems
Granular computing focuses on formalizing information granules and unifying them to create a coherent methodological and developmental environment for intelligent system design and analysis. This innovative book presents the unified principles of granular computing along with its comprehensive algor...
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| Format: | eBook |
| Language: | English |
| Published: |
United States
CRC Press
2013
Taylor & Francis Group |
| Edition: | 1 |
| Series: | Industrial electronics series |
| Subjects: | |
| ISBN: | 1439886873, 9781439886878, 9781138074491, 1138074497, 9781439886816, 1439886814 |
| Online Access: | Get full text |
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| Abstract | Granular computing focuses on formalizing information granules and unifying them to create a coherent methodological and developmental environment for intelligent system design and analysis. This innovative book presents the unified principles of granular computing along with its comprehensive algorithmic framework and design practices. It explores key concepts and formalisms as well as applications. It also emphasizes the need to consider information granularity as an important design asset that helps in the construction of more realistic models of real-world systems and in facilitating collaborative pursuits of system modeling. |
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| AbstractList | 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. Granular computing focuses on formalizing information granules and unifying them to create a coherent methodological and developmental environment for intelligent system design and analysis. This innovative book presents the unified principles of granular computing along with its comprehensive algorithmic framework and design practices. It explores key concepts and formalisms as well as applications. It also emphasizes the need to consider information granularity as an important design asset that helps in the construction of more realistic models of real-world systems and in facilitating collaborative pursuits of system modeling. |
| Author | Pedrycz, Witold |
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| Copyright | 2013 by Taylor & Francis Group, LLC |
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| DOI | 10.1201/9781315216737 |
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| Keywords | Membership Functions Information Granules Rough Sets Membership Grades Granular Description Granular Computing Logic Descriptors Reciprocal Matrices Fuzzy Sets Inconsistency Index Triangular Fuzzy Sets Gaussian Membership Functions Fuzzy Neural Networks Shadowed Sets Partition Matrix Reciprocal Matrix Information Granularity Fuzzy Relation Type-2 Fuzzy Sets Granular Models Fuzzy Model Granular Representation Fuzzy Rough Sets Membership Degrees Fuzzy Cognitive Maps |
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| PublicationDate | 2018 2013 2013-05-09 |
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| Snippet | Granular computing focuses on formalizing information granules and unifying them to create a coherent methodological and developmental environment for... 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... |
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| SubjectTerms | Computer programming, programs, data Expert systems (Computer science) Granular computing |
| Subtitle | Analysis and Design of Intelligent Systems |
| TableOfContents | Front Cover -- Contents -- Preface -- The Author -- Foreword -- Chapter 1 - Information Granularity, Information Granules, and Granular Computing -- Chapter 2 - Key Formalisms for Representation of Information Granules and Processing Mechanisms -- Chapter 3 - Information Granules of Higher Type and Higher Order, and Hybrid Information Granules -- Chapter 4 - Representation of Information Granules -- Chapter 5 - The Design of Information Granules -- Chapter 6 - Optimal Allocation of Information Granularity: Building Granular Mappings -- Chapter 7 - Granular Description of Data and Pattern Classification -- Chapter 8 - Granular Models: Architectures and Development -- Chapter 9 - Granular Time Series -- Chapter 10 - From Models to Granular Models -- Chapter 11 - Collaborative and Linguistic Models of Decision Making -- Back Cover |
| Title | Granular Computing |
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