Granular, Fuzzy, and Soft Computing
暫譯: 細粒度、模糊與軟計算

Lin, Tsau-Young, Liau, Churn-Jung, Kacprzyk, Janusz

Granular, Fuzzy, and Soft Computing
  • 出版商: Springer
  • 出版日期: 2023-03-30
  • 售價: $19,160
  • 貴賓價: 9.5 折 $18,202
  • 語言: 英文
  • 頁數: 850
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 1071626272
  • ISBN-13: 9781071626276

    • 海外代購書籍(需單獨結帳)

相關主題

商品描述

The first edition of the Encyclopedia of Complexity and Systems Science (ECSS, 2009) presented a comprehensive overview of granular computing (GrC) broadly divided into several categories: Granular computing from rough set theory, Granular Computing in Database Theory, Granular Computing in Social Networks, Granular Computing and Fuzzy Set Theory, Grid/Cloud Computing, as well as general issues in granular computing. In 2011, the formal theory of GrC was established, providing an adequate infrastructure to support revolutionary new approaches to computer/data science, including the challenges presented by so-called big data.
For this volume of ECSS, Second Edition, many entries have been updated to capture these new developments, together with new chapters on such topics as data clustering, outliers in data mining, qualitative fuzzy sets, and information flow analysis for security applications. Granulations can be seen as a natural and ancient methodology deeply rooted in the human mind. Many daily things are routinely granulated into sub things: The topography of earth is granulated into hills, plateaus, etc., space and time are granulated into infinitesimal granules, and a circle is granulated into polygons of infinitesimal sides. Such granules led to the invention of calculus, topology and non-standard analysis. Formalization of general granulation was difficult but, as shown in this volume, great progress has been made in combing discrete and continuous mathematics under one roof for a broad range of applications in data science.

商品描述(中文翻譯)

《複雜性與系統科學百科全書》（ECSS，2009年）的第一版提供了對顆粒計算（GrC）的全面概述，廣泛分為幾個類別：來自粗集理論的顆粒計算、數據庫理論中的顆粒計算、社交網絡中的顆粒計算、顆粒計算與模糊集理論、網格/雲計算，以及顆粒計算中的一般問題。2011年，GrC的正式理論建立，提供了足夠的基礎設施來支持計算機/數據科學的革命性新方法，包括所謂大數據所帶來的挑戰。

在本卷《複雜性與系統科學百科全書》第二版中，許多條目已更新以捕捉這些新發展，並新增了關於數據聚類、數據挖掘中的異常值、定性模糊集以及安全應用的信息流分析等主題的章節。顆粒化可以被視為一種自然且古老的方法論，深深根植於人類思維中。許多日常事物都會常規地被顆粒化為子事物：地球的地形被顆粒化為山丘、高原等，空間和時間被顆粒化為無窮小的顆粒，而圓被顆粒化為無窮小邊的多邊形。這些顆粒導致了微積分、拓撲學和非標準分析的發明。一般顆粒化的形式化是困難的，但正如本卷所示，在將離散數學和連續數學結合在一個框架下以應用於數據科學的廣泛範疇方面已取得了重大進展。

作者簡介

Tsau-Young Lin holds a Ph.D. from Yale University and is Professor of Computer Science at San Jose State University. He has published over 250 papers and has edited a number of books. Prof. Lin coined the term Granular Computing (GrC) and has researched the subject for the past two decades. He is Founding President of the Rough Set Society and President of the GrC Society. His areas of expertise include data science (deep data analysis, data/knowledge mining, uncertainty), topology-based computing (algebraic, geometric, point set), granular and rough computing, and cyber security.

Churn-Jung Liau received a B.S., an M.S. and a Ph.D in computer science and information engineering from National Taiwan University in 1985, 1987 and 1992 respectively. He then joined the Institute of Information Science, Academia Sinica, Taiwan and is currently a tenured full research fellow. His major research interest includes aaplied logic, artificial intelligence, and uncertainty reasoning.

Janusz Kacprzyk is Professor of Computer Science at the Systems Research Institute, Polish Academy of Sciences, WIT - Warsaw School of Information Technology, and Chongqing Three Gorges University, Wanzhou, Chinqgqung, China, and Professor of Automatic Control at PIAP - Industrial Institute of Automation and Measurements. He is Honorary Foreign Professor at the Department of Mathematics, Yli Normal University, Xinjiang, China. He is Full Member of the Polish Academy of Sciences, Member of Academia Europaea, European Academy of Sciences and Arts, European Academy of Sciences, Foreign Member of the: Bulgarian Academy of Sciences, Spanish Royal Academy of Economic and Financial Sciences (RACEF), Finnish Society of Sciences and Letters, and Flemish Royal Academy of Belgium of Sciences and the Arts (KVAB). He was awarded with 4 honorary doctorates. He is Fellow of IEEE, IET, IFSA, EurAI and SMIA.

His main research interests include the use of modern computation computational and artificial intelligence tools, notably fuzzy logic, in systems science, decision making, optimization, control, data analysis and data mining, with applications in mobile robotics, systems modeling, ICT etc.

He authored 7 books, (co)edited more than 100 volumes, (co)authored more than 600 papers, including ca. 80 in journals indexed by the WoS. His bibliographic data are: Google Scholar: citations: 28094; h-index: 74, Scopus: citations: citations: 8416; h-index: 40, ResearcherID (M-9574-2014): citations: 9014; h-index=42 and Web of Science: citations: 6696 (5517 without self-citations) h-index: 34.

He is the editor in chief of 7 book series at Springer, and of 2 journals, and is on the editorial boards of ca. 40 journals.. He is President of the Polish Operational and Systems Research Society and Past President of International Fuzzy Systems Association.


作者簡介(中文翻譯)

林曹揚擁有耶魯大學的博士學位，並且是聖荷西州立大學的計算機科學教授。他已發表超過250篇論文並編輯了多本書籍。林教授創造了「粒狀計算」（Granular Computing, GrC）這一術語，並在過去二十年中對該主題進行了研究。他是粗集社會的創始會長及粒狀計算社會的會長。他的專業領域包括數據科學（深度數據分析、數據/知識挖掘、不確定性）、基於拓撲的計算（代數、幾何、點集）、粒狀和粗糙計算，以及網絡安全。

廖春榮於1985年、1987年和1992年分別在國立台灣大學獲得計算機科學與資訊工程的學士、碩士及博士學位。隨後，他加入了中央研究院資訊科學研究所，目前是終身研究員。他的主要研究興趣包括應用邏輯、人工智慧和不確定性推理。

雅努什·卡普奇克是波蘭科學院系統研究所的計算機科學教授，並在華沙資訊技術學校及重慶三峽大學擔任教授，還是工業自動化與測量研究所的自動控制教授。他是新疆伊犁師範大學數學系的名譽外籍教授。他是波蘭科學院的正式成員，歐洲科學與藝術學院的成員，並且是多個國際學術機構的外籍成員，包括保加利亞科學院、西班牙皇家經濟與金融科學院（RACEF）、芬蘭科學與文學學會，以及比利時弗拉芒皇家科學與藝術學院（KVAB）。他獲得了四個榮譽博士學位，並且是IEEE、IET、IFSA、EurAI和SMIA的會士。

他的主要研究興趣包括在系統科學、決策制定、優化、控制、數據分析和數據挖掘中使用現代計算和人工智慧工具，特別是模糊邏輯，並應用於移動機器人、系統建模、資訊通信技術等領域。

他著有7本書，(共同)編輯超過100卷，(共同)撰寫超過600篇論文，其中約80篇發表在WoS索引的期刊上。他的學術數據為：Google Scholar：引用次數：28094；h指數：74，Scopus：引用次數：8416；h指數：40，ResearcherID (M-9574-2014)：引用次數：9014；h指數=42，Web of Science：引用次數：6696（不含自引5517）h指數：34。

他是Springer出版的7個書系的主編，並且是2本期刊的主編，還在約40本期刊的編輯委員會中任職。他是波蘭運營與系統研究學會的會長，並曾擔任國際模糊系統協會的前會長。


類似商品