03118nam 2200673 a 450 991082251270332120230725041531.01-283-14352-69786613143525981-281-468-X(CKB)2490000000001940(EBL)731074(OCoLC)738438068(SSID)ssj0000524508(PQKBManifestationID)12210352(PQKBTitleCode)TC0000524508(PQKBWorkID)10562227(PQKB)11359020(MiAaPQ)EBC731074(WSP)00006861(Au-PeEL)EBL731074(CaPaEBR)ebr10480244(CaONFJC)MIL314352(EXLCZ)99249000000000194020110224d2010 uy 0engur|n|---|||||txtccrNonlinear integrals and their applications in data mining[electronic resource] /Zhenyuan Wang, Rong Yang, Kwong-Sak LeungSingapore ;Hackensack, N.J. World Scientificc20101 online resource (360 p.)Advances in fuzzy systems : applications and theory ;v. 17 [i.e. 24]Description based upon print version of record.981-281-467-1 Includes bibliographical references and index.Preface; Contents; List of Tables; List of Figures; Chapter 1: Introduction; Chapter 2: Basic Knowledge on Classical Sets; Chapter 3: Fuzzy Sets; Chapter 4: Set Functions; Chapter 5: Integrations; Chapter 6: Information Fusion; Chapter 7: Optimization and Soft Computing; Chapter 8: Identification of Set Functions; Chapter 9: Multiregression Based on Nonlinear Integrals; Chapter 10: Classifications Based on Nonlinear Integrals; Chapter 11: Data Mining with Fuzzy Data; Bibliography; IndexRegarding the set of all feature attributes in a given database as the universal set, this monograph discusses various nonadditive set functions that describe the interaction among the contributions from feature attributes towards a considered target attribute. Then, the relevant nonlinear integrals are investigated. These integrals can be applied as aggregation tools in information fusion and data mining, such as synthetic evaluation, nonlinear multiregressions, and nonlinear classifications. Some methods of fuzzification are also introduced for nonlinear integrals such that fuzzy data can beAdvances in fuzzy systems ;v. 24.Fuzzy setsIntegralsFuzzy logicData miningFuzzy sets.Integrals.Fuzzy logic.Data mining.511.313Wang Zhenyuan27994Yang Rong1702038Leung Kwong Sak1955-1702039MiAaPQMiAaPQMiAaPQBOOK9910822512703321Nonlinear integrals and their applications in data mining4086261UNINA