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In imbalanced datasets, where by the sampling ratio doesn't follow the populace statistics, one can resample the dataset navigate to this website inside a conservative fashion identified as minimax sampling. The minimax sampling has its origin in Anderson minimax ratio whose worth is proved to be 0.5: in a binary classification, the class-sample measurements should be selected Similarly. This ratio may be proved to become minimax ratio only under the belief of LDA classifier with Gaussian distributions.
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