Title:
Data mining, rough sets, and granular computing / Tsau Young Lin, Yiyu Y. Yao, Lotfi A. Zadeh, editors.
Studies in fuzziness and soft computing ;
Main Entry:
Lin, Tsau Y., 1937-
Yao, Yiyu.
Zadeh, Lotfi Asker.
Publisher:
Physica-Verlag,
Publication Date:
c2002.
Publication Place:
Heidelberg ; New York :
ISBN:
379081461X
Subject:
Data mining.
Soft computing.
Series:
Studies in fuzziness and soft computing ; v. 95
Contents:
Machine generated contents note: Preface V -- T.Y. Lin, Y.Y. Yao and L.A. Zadeh -- PART 1: GRANULAR COMPUTING - A NEW PARADIGM -- Some Reflections on Information Granulation and its Centrality -- in Granular Computing, Computing with Words, the Computational -- Theory of Perceptions and Precisiated Natural Language 3 -- L.A. Zadeh -- PART 2: GRANULAR COMPUTING IN DATA MINING -- Data Mining Using Granular Computing: Fast Algorithms for Finding -- Association Rules 23 -- T.Y. Lin and E. Louie -- Knowledge Discovery with Words Using Cartesian Granule Features: -- An Analysis for Classification Problems 46 -- J.G. Shanahan -- Validation of Concept Representation with Rule Induction and -- Linguistic Variables 91 -- S. Tsumoto -- Granular Computing Using Information Tables 102 -- Y.Y. Yao and N. Zhong -- A Query-Driven Interesting Rule Discovery Using -- Association and Spanning Operations 125 -- J.P. Yoon and L. Kerschberg -- PART 3: DATA MINING -- An Interactive Visualization System for Mining -- Association Rules 145 -- J. Han, N. Cercone and X. Hu -- Algorithms for Mining System Audit Data 166 -- W. Lee, S.J. Stolfo and K.W. Mok -- Scoring and Ranking the Data Using Association Rules 190 -- B. Liu, Y. Ma and C.K. Wong -- Finding Unexpected Patterns in Data 216 -- B. Padmanabhan and A. Tuzhilin -- Discovery of Approximate Knowledge in Medical Databases -- Based on Rough Set Model 232 -- S. Tsumoto -- PART 4: GRANULAR COMPUTING -- Observability and the Case of Probability 249 -- C. Alsina, J. Jacas and E. Trillas -- Granulation and Granularity via Conceptual Structures: -- A Perspective From the Point of View of Fuzzy Concept Lattices 265 -- R. Belohlavek -- Granular Computing with Closeness and Negligibility Relations 290 -- D. Dubois, A. Hadj-Ali and H. Prade -- Application of Granularity Computing to Confirm Compliance with -- Non-Proliferation Treaty 308 -- A. Fattah, V. Pouchkarev, A.Belenki, -- A.Ryjov and L.A. Zadeh -- Basic Issues of Computing with Granular Probabilities 339 -- G.J. Klir -- Multi-dimensional Aggregation of Fuzzy Numbers -- Through the Extension Principle 350 -- G. Mayor, A.R. de Soto, J. Suiier and E. Trillas -- On Optimal Fuzzy Information Granulation 364 -- A. Ryjov -- Ordinal Decision Making with a Notion of Acceptable: -- Denoted Ordinal Scales 398 -- R.R. Yager -- A Framework for Building Intelligent Information-Processing Systems -- Based on Granular Factor Space 414 -- F. Yu and C. Huang -- PART 5: ROUGH SETS AND GRANULAR COMPUTING -- GRS: A Generalized Rough Sets Model 447 -- X. Hu, N. Cercone, J. Han and W. Ziarko -- Structure of Upper and Lower Approximation Spaces of Infinite Sets 461 -- D.S. Malik and J.N. Mordeson -- Indexed Rough Approximations, A Polymodal System, and -- Generalized Possibility Measures 474 -- S. Miyamoto -- Granularity, Multi-valued Logic, Bayes' Theorem and Rough Sets 487 -- Z. Pawlak -- The Generic Rough Set Inductive Logic Programming (gRS-ILP) -- Model 499 -- A. Siromoney and K. Inoue -- Possibilistic Data Analysis and Its Similarity to Rough Sets 518 -- H. Tanaka and P. Guo.
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