ENGLISH

Nonlinear Integrals And Their Applications In Data Mining (Advances in Fuzzy Systems-Applications and Theory - Vol. 24) (Advances in Fuzzy Systemss - Applications and Theory)

By Zhenyuan Wang , Rong Yang , Kwong-Sak Leung

Book information

Publisher
World Scientific Publishing Company
Year
2010
ISBN
9812814671, 9789812814678
Language
english
Format
PDF
Filesize
6 MB (6143343 bytes)
Edition
1
Pages
359\359
Time added
2011-06-04 13:46:07
Информатика и вычислительная техника;Искусственный

Description

Regarding 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 be treated and fuzzy information is retrievable. The book is suitable as a text for graduate courses in mathematics, computer science, and information science. It is also useful to researchers in the relevant area.

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