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Regularizing Pattern Recognition with Conditional Probability Estimates

Published • Jul 1, 2020
Authors:
Thomas Vacek

Abstract

Recent contributions in non-parametric statistical pattern recognition have investigated augmenting the task with information about the conditional probability distribution P(Y|X) away from the 0.5 level set, i.e. the decision boundary. Many hypothesis spaces satisfy generous smoothness criteria, so...

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