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Performance Metric Elicitation from Pairwise Classifier Comparisons

international conference on artificial intelligence and statistics, (2019)

被引用2|浏览22
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Given a binary prediction problem, which performance metric should the classifier optimize? We address this question by formalizing the problem of Metric Elicitation. The goal of metric elicitation is to discover the performance metric of a practitioner, which reflects her innate rewards (costs) for correct (incorrect) classification. In ...更多

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作者
Shant Boodaghians
Shant Boodaghians
Sanmi Koyejo
Sanmi Koyejo
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