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Nonlinear integrals and their applications in data mining
Author(s)
Date Issued
2010
Publisher
World Scientific Publishing Co.
ISBN
978-981281468-5
9812814671
978-981281467-8
Citation
Nonlinear Integrals and their Applications in Data Mining, 2010, pp. 1 - 340
DOI
Type
Book
Abstract
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. © 2010 by World Scientific Publishing Co. Pte. Ltd. All rights reserved.
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