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Novel Developments in Granular Computing: Applications for Advanced Human Reasoning and Soft Computation [Kõva köide]

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  • Formaat: Hardback, 570 pages, kaal: 1824 g
  • Ilmumisaeg: 30-Jun-2010
  • Kirjastus: Information Science Reference
  • ISBN-10: 1605663247
  • ISBN-13: 9781605663241
Teised raamatud teemal:
  • Formaat: Hardback, 570 pages, kaal: 1824 g
  • Ilmumisaeg: 30-Jun-2010
  • Kirjastus: Information Science Reference
  • ISBN-10: 1605663247
  • ISBN-13: 9781605663241
Teised raamatud teemal:
"This book investigages granular computing (GrC), which emerged as one of the fastest growing information processing paradigms in computational intelligence and human-centric systems"--Provided by publisher.

Yao (computer science, U. of Regina, Canada) assembles 19 chapters on recent developments in granular computing research. Computer science, math, electrical engineering, and economics specialists from around the world cover topics such as granular computing as a paradigm of human-inspired problem solving and information processing, issues of process mining from data and domain knowledge, the technology of hyperboxes and fuzzy sets, relation based rough set algebras, a taxonomy of types of granularity, interval computation, rule extraction and evaluation, granular models, the semantics of rough logic, a granular entropy method in the area of image clustering, and uses in object-oriented software development, formal concept analysis, and web searches. Annotation ©2010 Book News, Inc., Portland, OR (booknews.com)
Preface xiii
Acknowledgment xxii
Chapter 1 Human-Inspired Granular Computing
1(15)
Yiyu Yao
Chapter 2 Discovery of Process Models from Data and Domain Knowledge: A Rough-Granular Approach
16(32)
Hung Son Nguyen
Andrzej Jankowski
James F. Peters
Andrzej Skowron
Jaroslaw Stepaniuk
Marcin Szczuka
Chapter 3 Supervised and Unsupervised Information Granulation: A Study in Hyperbox Design
48(21)
Andrzej Bargiela
Witold Pedrycz
Chapter 4 On Characterization of Relation Based Rough Set Algebras
69(23)
Wei-Zhi Wu
Wen-Xiu Zhang
Chapter 5 A Top-Level Categorization of Types of Granularity
92(39)
C. Maria Keet
Chapter 6 From Interval Computations to Constraint-Related Set Computations: Towards Faster Estimation of Statistics and ODEs under Interval, p-Box, and Fuzzy Uncertainty
131(17)
Martine Ceberio
Vladik Kreinovich
Andrzej Pownuk
Barnabas Bede
Chapter 7 Granular Computing Based Data Mining in the Views of Rough Set and Fuzzy Set
148(31)
Guoyin Wang
Jun Hu
Qinghua Zhang
Xianquan Liu
Jiaqing Zhou
Chapter 8 Near Sets in Assessing Conflict Dynamics within a Perceptual System Framework
179(17)
Sheela Ramanna
James F. Peters
Chapter 9 Rule Extraction and Rule Evaluation Based on Granular Computing
196(47)
Jiye Liang
Yuhua Qian
Deyu Li
Chapter 10 Granular Models: Design Insights and Development Practices
243(21)
Witold Pedrycz
Athanasios Vasilakos
Chapter 11 Semantic Analysis of Rough Logic
264(21)
Qing Liu
Chapter 12 Rough Entropy Clustering Algorithm in Image Segmentation
285(20)
Dariusz Malyszko
Jaroslaw Stepaniuk
Chapter 13 Modeling Classification by Granular Computing
305(21)
Yan Zhao
Chapter 14 Discovering Perceptually Near Granules
326(25)
James F. Peters
Chapter 15 Granular Computing in Object-Oriented Software Development Process
351(19)
Jianchao Han
Chapter 16 Granular Computing in Formal Concept
370(38)
Yuan Ma
Zhangang Liu
Xuedong Zhang
Chapter 17 Granular Synthesis of Rule-Based Models and Function Approximation Using Rough Sets
408(18)
Carlos Pinheiro
Fernando Gomide
Otavio Carpinteiro
Isaias Lima
Chapter 18 A Genetic Fuzzy Semantic Web Search Agent Using Granular Semantic Trees for Ambiguous Queries
426(13)
Yan Chen
Yan-Qing Zhang
Chapter 19 Dominance-Based Rough Set Approach to Granular Computing
439(58)
Salvatore Greco
Benedetto Matarazzo
Roman Slowinski
Compilation of References 497(31)
About the Contributors 528(12)
Index 540
Dr. JingTao Yao is an associate professor of Computer Science at the University of Regina. He taught in the Department of Information Systems at the Massey University, New Zealand, the Department of Information Systems at the National University of Singapore, Singapore,and the Department of Computer Science and Engineering at Xi'an Jiaotong University, China. He received his Ph.D. degree at the National University of Singapore. He did a B.Eng. degree and an M.Sc. degree at Xi'an Jiaotong University. His research interests include softcomputing, data mining, forecasting, neural networks, computational finance, electronic commerce, Web intelligence, and Web-based support systems.