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An extension of Synthetic Minority Oversampling Technique based on Kalman filter for imbalanced datasets

More often than not, data collected in real-time tends to be imbalanced i.e., the samples belonging to a particular class are significantly more than the others. This degrades the performance of the predictor. One of the most notable algorithms to handle such an imbalance in the dataset by fabricati...

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Autors principals: Thejas G.S., Yashas Hariprasad, S.S. Iyengar, N.R. Sunitha, Prajwal Badrinath, Shasank Chennupati
Format: Artigo
Idioma:Inglês
Publicat: Elsevier 2022-06-01
Col·lecció:Machine Learning with Applications
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Accés en línia:http://www.sciencedirect.com/science/article/pii/S266682702200010X
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