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Type-2 fuzzy granular models

Author: Mauricio A Sanchez; Oscar Castillo; Juan R Castro
Publisher: Switzerland : Springer, 2016, ©2017.
Series: SpringerBriefs in applied sciences and technology., Computational intelligence.
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:
In this book, a series of granular algorithms are proposed. A nature inspired granular algorithm based on Newtonian gravitational forces is proposed. A series of methods for the formation of higher-type information granules represented by Interval Type-2 Fuzzy Sets are also shown, via multiple approaches, such as Coefficient of Variation, principle of justifiable granularity, uncertainty-based information concept,  Read more...
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Genre/Form: Electronic books
Additional Physical Format: (OCoLC)951761278
Material Type: Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Mauricio A Sanchez; Oscar Castillo; Juan R Castro
ISBN: 9783319412887 3319412884
OCLC Number: 957656129
Description: 1 online resource.
Contents: Preface; Contents; 1 Introduction; 2 Background and Theory; 2.1 Granular Computing; 2.2 Information Granule Representations; 2.3 Principle of Justifiable Granularity; 2.4 Data Granulation Algorithms; 2.5 Fuzzy Logic; 2.5.1 Type-1 Fuzzy Sets; 2.5.2 Type-2 Fuzzy Sets; 2.6 Fuzzy Granular Computing; References; 3 Advances in Granular Computing; 3.1 Fuzzy Granular Gravitational Clustering Algorithm; 3.2 Higher-Type Information Granule Formation; 3.2.1 A Hybrid Method for IT2 TSK Formation Based on the Principle of Justifiable Granularity and PSO for Spread Optimization 3.2.2 Information Granule Formation via the Concept of Uncertainty-Based Information with IT2 FS Representation with TSK Consequents Optimized with Cuckoo Search3.2.3 Method for Measurement of Uncertainty Applied to the Formation of IT2 FS; 3.2.4 Formation of GT2 Gaussian Membership Functions Based on the Information Granule Numerical Evidence; References; 4 Experimentation and Results Discussion; 4.1 Granulation Algorithms; 4.2 Higher-Type Information Granule Algorithms; 4.3 Application. General Type-2 Fuzzy Controller; References; 5 Conclusions; Appendix A; Appendix B; Outline placeholder Appendix B.1Appendix B.2; Appendix B.3; Appendix B.4; Appendix B.5; Appendix C; Outline placeholder; Appendix C.1; Appendix C.2; Appendix C.3; Appendix C.4; Appendix C.5; Appendix C.6; Index
Series Title: SpringerBriefs in applied sciences and technology., Computational intelligence.
Responsibility: Mauricio A. Sanchez, Oscar Castillo, Juan R. Castro.

Abstract:

A series of methods for the formation of higher-type information granules represented by Interval Type-2 Fuzzy Sets are also shown, via multiple approaches, such as Coefficient of Variation,  Read more...

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