The OP reports that when a series of one-vs-rest classifiers are chained together in an ensemble from most accurate to least, the overall predictive accuracy of the ensemble decreases compared to the unchained version
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Classifier comparison. . A comparison of a several classifiers in scikit-learn on synthetic datasets. The point of this example is to illustrate the nature of decision boundaries of different classifiers. This should be taken with a grain of salt, as the intuition conveyed by
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The USPSA Mobile App, designed to meet the needs of USPSA members before, during, and after USPSA matches. Includes rules, classifier calculator, classification info, classifier stage diagrams., finding matches, clubs, match results, and membership info
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score (X, y, sample_weight = None) [source] Return the mean accuracy on the given test data and labels. In multi-label classification, this is the subset accuracy which is a harsh metric since you require for each sample that each label set be correctly predicted. Parameters X array-like of shape (n_samples, n_features) Test samples