New Horizons for Fuzzy Logic, Neural Networks and Metaheuristics (模糊邏輯、神經網絡與元啟發式的新視野)

Castillo, Oscar, Melin, Patricia

New Horizons for Fuzzy Logic, Neural Networks and Metaheuristics
  • 出版商: Springer
  • 出版日期: 2024-05-22
  • 售價: $7,150
  • 貴賓價: 9.5 折 $6,793
  • 語言: 英文
  • 頁數: 434
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031556836
  • ISBN-13: 9783031556838

    • 海外代購書籍(需單獨結帳)

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商品描述

This book contains a collection of papers focused on hybrid intelligent systems based on soft computing techniques. In this book, new horizons on the theoretical developments of fuzzy logic, neural networks and optimization algorithms are envisioned. In addition, the abovementioned methods are discussed in application areas such as control and robotics, pattern recognition, medical diagnosis, decision-making, prediction and optimization of complex problems. There are a group of papers with the main theme of type-1, type-2 and type-3 fuzzy systems, which basically consists of papers that propose new concepts and algorithms based on type-1, type-2 and type-3 fuzzy logic and their applications. There is also a group of papers that offer theoretical concepts and applications of meta-heuristics in different areas. Another group of papers outlines diverse applications of hybrid intelligent systems in real problems. There are also a group papers that present theory and practice of neural networks in different applications. Finally, there are papers that offer theory and practice of optimization and evolutionary algorithms in different application areas.


商品描述(中文翻譯)

本書包含了一系列專注於基於軟計算技術的混合智能系統的論文。在本書中，展望了模糊邏輯、神經網絡和優化算法的理論發展的新視野。此外，前述方法在控制與機器人、模式識別、醫療診斷、決策制定、預測及複雜問題的優化等應用領域中進行了討論。有一組論文的主要主題是類型1、類型2和類型3的模糊系統，這些論文基本上提出了基於類型1、類型2和類型3模糊邏輯的新概念和算法及其應用。還有一組論文提供了元啟發式算法在不同領域的理論概念和應用。另一組論文概述了混合智能系統在實際問題中的多樣應用。還有一組論文展示了神經網絡在不同應用中的理論與實踐。最後，還有論文提供了優化和進化算法在不同應用領域的理論與實踐。

作者簡介

Oscar Castillo holds the Doctor in Science degree (Doctor Habilitatus) in Computer Science from the Polish Academy of Sciences (with the Dissertation "Soft Computing and Fractal Theory for Intelligent Manufacturing"). He is a Professor of Computer Science in the Graduate Division, Tijuana Institute of Technology, Tijuana, Mexico. In addition, he is serving as Research Director of Computer Science and head of the research group on Hybrid Fuzzy Intelligent Systems. Currently, he is President of HAFSA (Hispanic American Fuzzy Systems Association) and Past President of IFSA (International Fuzzy Systems Association). Prof. Castillo is also Chair of the Mexican Chapter of the Computational Intelligence Society (IEEE). He also belongs to the Technical Committee on Fuzzy Systems of IEEE and to the Task Force on "Extensions to Type-1 Fuzzy Systems". He is also a member of NAFIPS, IFSA and IEEE. He belongs to the Mexican Research System (SNI Level 3). His research interests are in Type-2Fuzzy Logic, Fuzzy Control, Neuro-Fuzzy and Genetic-Fuzzy hybrid approaches. He has published over 300 journal papers, 20 authored books, 100 edited books, 200 papers in conference proceedings, and more than 300 chapters in edited books, in total more than 1160 publications with h index of 93. He has been Guest Editor of several successful Special Issues in the past, like in the following journals: Applied Soft Computing, Intelligent Systems, Information Sciences, Soft Computing, Non-Linear Studies, Fuzzy Sets and Systems, JAMRIS and Engineering Letters. He is currently Associate Editor of the Information Sciences Journal, Applied Soft Computing Journal, Journal of Engineering Applications on Artificial Intelligence, Granular Computing Journal and the International Journal of Fuzzy Systems. He has been elected IFSA Fellow and MICAI Fellow member last year. Finally, he recently received the Recognition as Highly Cited Researcher in 2017 and 2018 by Clarivate Analytics and Web of Science.

Patricia Melin holds the Doctor in Science degree (Doctor Habilitatus D.Sc.) in Computer Science from the Polish Academy of Sciences (with the Dissertation "Hybrid Intelligent Systems for Pattern Recognition using Soft Computing"). She is a Professor of Computer Science in the Graduate Division, Tijuana Institute of Technology, Tijuana, Mexico, since 1998. In addition, she is serving as Director of Graduate Studies in Computer Science and head of the research group on Hybrid Neural Intelligent Systems (2000-present). Currently, she is President of NAFIPS (North American Fuzzy Information Processing Society). Prof. Melin is the founding Chair of the Mexican Chapter of the IEEE Computational Intelligence Society. She is member of the IEEE Neural Network Technical Committee (2007 to present), the IEEE Fuzzy System Technical Committee (2014 to present) and in Chair of the Task Force on Hybrid Intelligent Systems (2007 to present) and she is currently Associate Editor of the Journal of Information Sciences and IEEE Transactions on Fuzzy Systems. She is member of NAFIPS, IFSA, and IEEE. She belongs to the Mexican Research System with level III. Her research interests are in Modular Neural Networks, Type-2 Fuzzy Logic, Pattern Recognition, Fuzzy Control, Neuro-Fuzzy and Genetic-Fuzzy hybrid approaches. She has published over 220 journal papers, 20 authored books, 80 edited books, and more than 300 papers in conference proceedings with h-index of 82. She has served as Guest Editor of several Special Issues in the past, in journals like: Applied Soft Computing, Intelligent Systems, Information Sciences, Non-Linear Studies, JAMRIS, Fuzzy Sets and Systems, and Engineering Letters. Finally, he recently received the Recognition as Highly Cited Researcher in 2017 and 2018 by Clarivate Analytics and Web of Science.


作者簡介(中文翻譯)

奧斯卡·卡斯蒂略（Oscar Castillo）擁有波蘭科學院的計算機科學博士學位（Doctor Habilitatus），其論文題目為「智能製造的軟計算與分形理論」。他是墨西哥蒂華納科技學院研究生部的計算機科學教授。此外，他擔任計算機科學研究主任及混合模糊智能系統研究小組的負責人。目前，他是HAFSA（美洲西班牙語模糊系統協會）的會長，並曾擔任IFSA（國際模糊系統協會）的前會長。卡斯蒂略教授也是IEEE計算智能學會墨西哥分會的主席。他還是IEEE模糊系統技術委員會的成員，以及「對一型模糊系統的擴展」工作小組的成員。他同時也是NAFIPS、IFSA和IEEE的成員，並屬於墨西哥研究系統（SNI Level 3）。他的研究興趣包括二型模糊邏輯、模糊控制、神經模糊和遺傳模糊混合方法。他已發表超過300篇期刊論文、20本著作、100本編輯書籍、200篇會議論文，以及超過300篇編輯書籍中的章節，總計超過1160篇出版物，h指數為93。他曾擔任多個成功特刊的客座編輯，涉及的期刊包括：Applied Soft Computing、Intelligent Systems、Information Sciences、Soft Computing、Non-Linear Studies、Fuzzy Sets and Systems、JAMRIS和Engineering Letters。目前，他是Information Sciences Journal、Applied Soft Computing Journal、Journal of Engineering Applications on Artificial Intelligence、Granular Computing Journal和International Journal of Fuzzy Systems的副編輯。他去年被選為IFSA Fellow和MICAI Fellow。最後，他最近獲得Clarivate Analytics和Web of Science頒發的2017年和2018年高被引研究者的認可。

帕特里夏·梅林（Patricia Melin）擁有波蘭科學院的計算機科學博士學位（Doctor Habilitatus D.Sc.），其論文題目為「使用軟計算的混合智能系統進行模式識別」。自1998年以來，她一直是墨西哥蒂華納科技學院研究生部的計算機科學教授。此外，她擔任計算機科學研究生學位主任及混合神經智能系統研究小組的負責人（2000年至今）。目前，她是NAFIPS（北美模糊信息處理學會）的會長。梅林教授是IEEE計算智能學會墨西哥分會的創始主席。她是IEEE神經網絡技術委員會的成員（2007年至今）、IEEE模糊系統技術委員會的成員（2014年至今），並擔任混合智能系統工作小組的主席（2007年至今），目前是Journal of Information Sciences和IEEE Transactions on Fuzzy Systems的副編輯。她是NAFIPS、IFSA和IEEE的成員，並屬於墨西哥研究系統的三級。她的研究興趣包括模組化神經網絡、二型模糊邏輯、模式識別、模糊控制、神經模糊和遺傳模糊混合方法。她已發表超過220篇期刊論文、20本著作、80本編輯書籍，以及超過300篇會議論文，h指數為82。她曾擔任多個特刊的客座編輯，涉及的期刊包括：Applied Soft Computing、Intelligent Systems、Information Sciences、Non-Linear Studies、JAMRIS、Fuzzy Sets and Systems和Engineering Letters。最後，她最近獲得Clarivate Analytics和Web of Science頒發的2017年和2018年高被引研究者的認可。

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