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- W4200561946 abstract "The robustness of rough sets theory in data cleansing have been proved in many studies. Recently, fuzzy rough set also make a deal with imbalanced data by two approaches. The first is a combination of fuzzy rough instance selection and balancing methods. The second tries to use different criteria to clean majorities and minorities classes of imbalanced data. This work is an extension of the second method which was presented in [16]. The paper depicts complete study about the second method with some proposed algorithms. It focuses mainly on binary classification with kNN and SVM for imbalanced data. Experiments and comparisons among related methods will confirm pros and coin of each method with respect to performance accuracy and time consumption." @default.
- W4200561946 created "2021-12-31" @default.
- W4200561946 creator A5002245662 @default.
- W4200561946 date "2020-12-15" @default.
- W4200561946 modified "2023-09-25" @default.
- W4200561946 title "DATA BALANCING METHODS BY FUZZY ROUGH SETS" @default.
- W4200561946 doi "https://doi.org/10.54939/1859-1043.j.mst...40-59" @default.
- W4200561946 hasPublicationYear "2020" @default.
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