Optimal Probability Estimation with Applications to Prediction and Classification
published: Aug. 9, 2013, recorded: June 2013, views: 3648
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Via a unified viewpoint of probability estimation, classification,and prediction, we derive a uniformly-optimal combined-probability estimator, construct a classifier that uniformly approaches the error of the best possible label-invariant classifier, and improve existing results on pattern prediction and compression.
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