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- W4300457951 abstract "Confident prediction is highly relevant in machine learning; for example, in applications such as medical diagnoses, wrong prediction can be fatal. For classification, there already exist procedures that allow to not classify data when the confidence in their prediction is weak. This approach is known as classification with reject option. In the present paper, we provide new methodology for this approach. Predicting a new instance via a confidence set, we ensure an exact control of the probability of classification. Moreover, we show that this methodology is easily implementable and entails attractive theoretical and numerical properties." @default.
- W4300457951 created "2022-10-03" @default.
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- W4300457951 date "2015-07-26" @default.
- W4300457951 modified "2023-09-28" @default.
- W4300457951 title "Consistency of plug-in confidence sets for classification in semi-supervised learning" @default.
- W4300457951 hasPublicationYear "2015" @default.
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