Hybrid rough sets and applications in uncertain decision-making
著者
書誌事項
Hybrid rough sets and applications in uncertain decision-making
(Systems evaluation, prediction and decision-making series)
CRC Press, Taylor & Francis : Auerbach Books, c2011
- : hbk
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注記
Includes bibliographical references and index
内容説明・目次
内容説明
As a powerful approach to data reasoning, rough set theory has proven to be invaluable in knowledge acquisition, decision analysis and forecasting, and knowledge discovery. With the ability to enhance the advantages of other soft technology theories, hybrid rough set theory is quickly emerging as a method of choice for decision making under uncertain conditions.
Keeping the complicated mathematics to a minimum, Hybrid Rough Sets and Applications in Uncertain Decision-Making provides a systematic introduction to the methods and application of the hybridization for rough set theory with other related soft technology theories, including probability, grey systems, fuzzy sets, and artificial neural networks. It also:
Addresses the variety of uncertainties that can arise in the practical application of knowledge representation systems
Unveils a novel hybrid model of probability and rough sets
Introduces grey variable precision rough set models
Analyzes the advantages and disadvantages of various practical applications
The authors examine the scope of application of the rough set theory and discuss how the combination of variable precision rough sets and dominance relations can produce probabilistic preference rules out of preference attribute decision tables of preference actions. Complete with numerous cases that illustrate the specific application of hybrid methods, the text adopts the latest achievements in the theory, method, and application of rough sets.
目次
Introduction. Rough Set Theory. The Hybrid of Rough Set Theory and Probability. The Hybrid of Rough Set Theory and Dominance Relation. The Hybrid of Rough Set Theory and Fuzzy Set Theory. The Hybrid of Rough Set Theory and Grey System Theory. The Hybrid of Grey Variable Precision Rough Set, Fuzzy Set and Neural Network. The Application Analysis of the Hybrid Rough Set Approach.
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