The Relationship Between Agnostic Selective Classification Active Learning and the Disagreement Coefficient
Journal of Machine Learning Research, Volume abs/1703.06536, 2019.
A selective classifier (f,g) comprises a classification function f and a binary selection function g, which determines if the classifier abstains from prediction, or uses f to predict. The classifier is called pointwise-competitive if it classifies each point identically to the best classifier in hindsight (from the same class), whenever ...More
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