Granular Computing: Analysis and Design of Intelligent Systems (Industrial Electronics)
暫譯: 細粒度計算:智能系統的分析與設計(工業電子學)
Witold Pedrycz
- 出版商: CRC
- 出版日期: 2017-10-12
- 售價: $3,530
- 貴賓價: 9.5 折 $3,354
- 語言: 英文
- 頁數: 309
- 裝訂: Paperback
- ISBN: 1138074497
- ISBN-13: 9781138074491
海外代購書籍(需單獨結帳)
商品描述
Information granules, as encountered in natural language, are implicit in nature. To make them fully operational so they can be effectively used to analyze and design intelligent systems, information granules need to be made explicit. An emerging discipline, granular computing focuses on formalizing information granules and unifying them to create a coherent methodological and developmental environment for intelligent system design and analysis. Granular Computing: Analysis and Design of Intelligent Systems presents the unified principles of granular computing along with its comprehensive algorithmic framework and design practices.
- Introduces the concepts of information granules, information granularity, and granular computing
- Presents the key formalisms of information granules
- Builds on the concepts of information granules with discussion of higher-order and higher-type information granules
- Discusses the operational concept of information granulation and degranulation by highlighting the essence of this tandem and its quantification in terms of the associated reconstruction error
- Examines the principle of justifiable granularity
- Stresses the need to look at information granularity as an important design asset that helps construct more realistic models of real-world systems or facilitate collaborative pursuits of system modeling
- Highlights the concepts, architectures, and design algorithms of granular models
- Explores application domains where granular computing and granular models play a visible role, including pattern recognition, time series, and decision making
Written by an internationally renowned authority in the field, this innovative book introduces readers to granular computing as a new paradigm for the analysis and synthesis of intelligent systems. It is a valuable resource for those engaged in research and practical developments in computer, electrical, industrial, manufacturing, and biomedical engineering. Building from fundamentals, the book is also suitable for readers from nontechnical disciplines where information granules assume a visible position.
商品描述(中文翻譯)
資訊顆粒在自然語言中是隱含的。為了使其能夠充分運作,以便有效地用於分析和設計智能系統,資訊顆粒需要被明確化。一個新興的學科,顆粒計算(granular computing)專注於形式化資訊顆粒並將其統一,以創建一個連貫的方法論和發展環境,用於智能系統的設計和分析。《顆粒計算:智能系統的分析與設計》介紹了顆粒計算的統一原則,以及其全面的算法框架和設計實踐。
- 介紹資訊顆粒、資訊顆粒度和顆粒計算的概念
- 提出資訊顆粒的關鍵形式化
- 在資訊顆粒的概念上進一步探討高階和高類型的資訊顆粒
- 討論資訊顆粒化和去顆粒化的操作概念,強調這一對偶的本質及其在相關重建誤差方面的量化
- 檢視可辯護的顆粒度原則
- 強調將資訊顆粒度視為重要設計資產的必要性,這有助於構建更真實的現實系統模型或促進系統建模的協作追求
- 突出顆粒模型的概念、架構和設計算法
- 探索顆粒計算和顆粒模型在模式識別、時間序列和決策等應用領域中的明顯角色
本書由該領域的國際知名權威撰寫,介紹了顆粒計算作為分析和合成智能系統的新範式。對於從事計算機、電氣、工業、製造和生物醫學工程研究及實踐開發的人士來說,這是一本寶貴的資源。從基礎知識出發,本書也適合來自非技術學科的讀者,因為資訊顆粒在這些領域中佔有明顯的位置。