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Titlebook: Explainable Uncertain Rule-Based Fuzzy Systems; Jerry M. Mendel Textbook 2024Latest edition The Editor(s) (if applicable) and The Author(s

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發(fā)表于 2025-3-21 18:27:03 | 只看該作者 |倒序瀏覽 |閱讀模式
書目名稱Explainable Uncertain Rule-Based Fuzzy Systems
編輯Jerry M. Mendel
視頻videohttp://file.papertrans.cn/320/319303/319303.mp4
概述Provides an updated approach to fuzzy sets and systems that can model uncertainty.?Includes a new chapter on recent advances in type-1 and type-2 rule based fuzzy systems.Features complete classroom m
圖書封面Titlebook: Explainable Uncertain Rule-Based Fuzzy Systems; Jerry M. Mendel Textbook 2024Latest edition The Editor(s) (if applicable) and The Author(s
描述The third edition of this textbook presents a further updated approach to fuzzy sets and systems that can model uncertainty — i.e., “type-2” fuzzy sets and systems. The author demonstrates how to overcome the limitations of classical fuzzy sets and systems, enabling a wide range of applications, from time-series forecasting to knowledge mining to classification to control and to explainable AI (XAI). This latest edition again begins by introducing classical (type-1) fuzzy sets and systems, and then explains how they can be modified to handle uncertainty, leading to type-2 fuzzy sets and systems. New material is included about how to obtain fuzzy set word models that are needed for XAI, similarity of fuzzy sets, a quantitative methodology that lets one explain in a simple way why the different kinds of fuzzy systems have the potential for performance improvements over each other, and new parameterizations of membership functions that have the potential for achieving even greater performance for all kinds of fuzzy systems. For hands-on experience, the book provides information on accessing MATLAB, Java, and Python software to complement the content. The book features a full suite of
出版日期Textbook 2024Latest edition
關(guān)鍵詞Fuzzy sets and systems; Type-1 fuzzy sets and fuzzy logic; Type-2 fuzzy sets and fuzzy logic; Fuzzy log
版次3
doihttps://doi.org/10.1007/978-3-031-35378-9
isbn_softcover978-3-031-35380-2
isbn_ebook978-3-031-35378-9
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl
The information of publication is updating

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板凳
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Type-1 Fuzzy Systems: Design Methods and Case Studies, in order to fully specify a type-1 fuzzy system, introduces two approaches to design—the partially dependent approach and the totally independent approach, includes some important design methods, and has five extensive case studies..This chapter covers the following topics: a detailed overview of w
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發(fā)表于 2025-3-22 12:59:34 | 只看該作者
Working with Type-2 Fuzzy Sets,terested in interval type-2 fuzzy sets, a shortcut is possible, and is explained in Sect. ...This chapter covers the following topics: set theoretic operations (union, intersection, and complement) for general type-2 fuzzy sets (GT2 FSs) computed by using the Extension Principle; set theoretic opera
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發(fā)表于 2025-3-22 21:30:37 | 只看該作者
Interval Type-2 Fuzzy Systems,, it provides a very comprehensive and unified description of the two major kinds of IT2 fuzzy systems that are widely used in real-world applications—IT2 Mamdani and TSK fuzzy systems. Importantly, it also distinguishes between IT2 fuzzy systems that include type-reduction followed by defuzzificati
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發(fā)表于 2025-3-23 01:57:17 | 只看該作者
Interval Type-2 Fuzzy Systems: Design Methods and Case Studies,king the choices that are needed in order to fully specify an IT2 fuzzy system, introduces two approaches to design—the partially dependent approach and the totally independent approach (but this time for singleton, T1 non-singleton, and IT2 non-singleton IT2 fuzzy systems), includes some important
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發(fā)表于 2025-3-23 06:54:03 | 只看該作者
General Type-2 Fuzzy Systems,ed description of two major kinds of aggregated horizontal-slice GT2 fuzzy systems (due to Christian Wagner and Hani Hagras, and called herein a . fuzzy system) that may be used in real-world applications—WH GT2 Mamdani and WH GT2 TSK fuzzy systems. Importantly, it also distinguishes between WH GT2
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