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Nonlinear Integrals And Their Applications In Data Mining
Zhenyuan Wang
Rong Yang
Kwong-sak Leung
出版
World Scientific
, 2010-06-09
主題
Mathematics / Differential Equations / General
Computers / Artificial Intelligence / General
Science / Chaotic Behavior in Systems
ISBN
9814470988
9789814470988
URL
http://books.google.com.hk/books?id=SQrGCgAAQBAJ&hl=&source=gbs_api
EBook
SAMPLE
註釋
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.