ICML-Explanations for Monotonic Classifiers.

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Explanations for Monotonic Classifiers

     Joao Marques-Silva 1 Thomas Gerspacher 1 Martin Cooper 1 Alexey Ignatiev 2 Nina Narodytska 3

              Abstract                2018), active learning (Barile & Feelders, 2012) and, more
    In many classification tasks there is a require-      recently, in fairness (Wang & Gupta, 2020).
    ment of monotonicity. Concretely, if all else re-     To a much lesser extent, monotonicity has also been stud-
    mains constant, increasing (resp. decreasi ...

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关键词：explanations classifiers Explanation classifier monotonic