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- W2043051613 abstract "The information entropy in information theory, developed by Shannon, gives an effective measure of uncertainty for a given system. And it also seems a competing mechanism for the measurement of uncertainty in rough sets. Many researchers have applied the information entropy to rough sets, and proposed different information entropy models in rough sets. Especially, Duntsch et al. presented a well-justified information entropy model for the measurement of uncertainty in rough sets. In this paper, we shall demonstrate the application of this model for the study of a specific data mining problem - outlier detection. By virtue of Duntsch's information entropy model, we propose a novel definition of outliers -IE (information entropy)-based outliers in rough sets. An algorithm to find such outliers is also given. And the effectiveness of IE-based method for outlier detection is demonstrated on two publicly available data sets." @default.
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- W2043051613 date "2010-09-01" @default.
- W2043051613 modified "2023-09-29" @default.
- W2043051613 title "An information entropy-based approach to outlier detection in rough sets" @default.
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- W2043051613 doi "https://doi.org/10.1016/j.eswa.2010.02.087" @default.
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