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Rectifying Binary Classifiers

Published in Frontiers in Artificial Intelligence and Applications • Sep 28, 2023
NobleIDNI1P32W76R15S54
Authors:
Sylvie Coste-Marquis
,
Pierre Marquis

Abstract

We elaborate on the notion of rectification of a classifier Σ based on Boolean features, introduced in [10]. The purpose is to determine how to modify Σ when the way it classifies a given instance is considered incorrect since it conflicts with some expert knowledge T. Given Σ and T, postulates char...

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