Explainable Uncertain Rule-Based Fuzzy Systems

Mendel, Jerry M.

Explainable Uncertain Rule-Based Fuzzy Systems
  • 出版商: Springer
  • 出版日期: 2024-02-02
  • 售價: $3,830
  • 貴賓價: 9.5 折 $3,639
  • 語言: 英文
  • 頁數: 580
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031353773
  • ISBN-13: 9783031353772

    • 海外代購書籍(需單獨結帳)

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商品描述

The third edition of this textbook presents an 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 control. In this latest edition, a bottom-up approach is presented that begins by introducing classical (type-1) fuzzy sets and systems, and then explains how they can be modified to handle uncertainty. The author covers fuzzy rule-based systems - from type-1 to interval type-2 to general type-2 - in one volume. A new chapter describes recent advances in type-1 and type-2 rule based fuzzy systems, including explainable AI (XAI), machine learning, new parameterizations of membership functions, and a top-down approach to fuzzy systems, explaining the performance improvement potential for the hierarchy of fuzzy systems using rule partitions, type-3 fuzzy sets and systems, etc. For hands-on experience, the book provides information on accessing MatLab and Java software to complement the content. The book features a full suite of classroom material.

商品描述(中文翻譯)

這本教科書的第三版提供了一種更新的模糊集合和系統方法，可以模擬不確定性，即「第二類」模糊集合和系統。作者展示了如何克服傳統模糊集合和系統的限制，實現從時間序列預測到知識挖掘到控制的廣泛應用。在這最新版中，作者提出了一種自下而上的方法，首先介紹了傳統（第一類）模糊集合和系統，然後解釋了如何修改它們以處理不確定性。作者在一本書中涵蓋了從第一類到區間第二類到一般第二類的模糊基於規則的系統。一個新的章節描述了第一類和第二類基於規則的模糊系統的最新進展，包括可解釋的人工智能（XAI）、機器學習、成員函數的新參數化以及自上而下的模糊系統方法，解釋了使用規則分割、第三類模糊集合和系統等模糊系統層次結構的性能改進潛力。為了實踐經驗，本書提供了有關訪問MatLab和Java軟件以補充內容的信息。本書提供了一套完整的課堂教材。

作者簡介

Jerry M. Mendel received the Ph.D. degree in Electrical Engineering from the Polytechnic Institute of Brooklyn, Brooklyn, NY. Currently, he is Emeritus Professor of Electrical Engineering at the University of Southern California in Los Angeles, where he worked for 44 years. He has published close to 600 technical papers and is author and/or co-author of 12 books, including Uncertain Rule-based Fuzzy Logic Systems: Introduction and New Directions (Prentice-Hall, 2001), Perceptual Computing: Aiding People in Making Subjective Judgments (Wiley & IEEE Press, 2010), Introduction to Type-2 Fuzzy Logic Control: Theory and Application (Wiley & IEEE Press, 2014) and Uncertain Rule-based Fuzzy Systems: Introduction and New Directions, 2nd ed. (Springer, 2017). He is a Life Fellow of the IEEE, a Distinguished Member of the IEEE Control Systems Society, and a Fellow of the International Fuzzy Systems Association and the Asia-Pacific AI Association. He was President of the IEEE Control Systems Society in 1986, a member of the Administrative Committee of the IEEE Computational Intelligence Society for nine years, and Chairman of its Fuzzy Systems Technical Committee and the Computing With Words Task Force of that TC. Among his awards are the 1983 Best Transactions Paper Award of the IEEE Geoscience and Remote Sensing Society, the 1992 Signal Processing Society Paper Award, the 2002 and 2014 Transactions on Fuzzy Systems Outstanding Paper Awards, a 1984 IEEE Centennial Medal, an IEEE Third Millenium Medal, a Fuzzy Systems Pioneer Award (2008) from the IEEE Computational Intelligence Society for fundamental theoretical contributions and seminal results in fuzzy systems, and the 2021 IEEE Lotfi A. Zadeh Pioneer Award for developing and promoting type-2 fuzzy logic. As of March 27, 2023, his publications have been cited (Google Scholar) more than 63,000 times, with an h-index of 100 and an i10-index of 320.

作者簡介(中文翻譯)

Jerry M. Mendel在紐約布魯克林的Polytechnic Institute of Brooklyn獲得電機工程博士學位。目前，他是南加州大學洛杉磯分校的電機工程榮譽教授，曾在該校工作了44年。他發表了近600篇技術論文，並且是12本書的作者和/或合著者，包括《Uncertain Rule-based Fuzzy Logic Systems: Introduction and New Directions》（Prentice-Hall，2001）、《Perceptual Computing: Aiding People in Making Subjective Judgments》（Wiley & IEEE Press，2010）、《Introduction to Type-2 Fuzzy Logic Control: Theory and Application》（Wiley & IEEE Press，2014）和《Uncertain Rule-based Fuzzy Systems: Introduction and New Directions, 2nd ed.》（Springer，2017）。他是IEEE的終身會士，IEEE控制系統學會的傑出會員，以及國際模糊系統協會和亞太人工智能協會的會士。他曾於1986年擔任IEEE控制系統學會主席，並在IEEE計算智能學會的行政委員會擔任九年，並擔任其模糊系統技術委員會和該技術委員會的計算與詞語任務組的主席。他的獎項包括1983年IEEE地球科學和遙感學會最佳交易論文獎、1992年信號處理學會論文獎、2002年和2014年模糊系統交易傑出論文獎、1984年IEEE百年獎章、IEEE第三千年獎章、2008年IEEE計算智能學會模糊系統先驅獎（為模糊系統的基礎理論貢獻和開創性成果）以及2021年IEEE Lotfi A. Zadeh先驅獎（為發展和推廣第二型模糊邏輯）。截至2023年3月27日，他的著作已被引用（Google Scholar）超過63,000次，具有h指數為100和i10指數為320。

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