Towards a Generic Framework for Black-box Explanation Methods (Extended Version) - Inria - Institut national de recherche en sciences et technologies du numérique
Reports (Research Report) Year : 2019

Towards a Generic Framework for Black-box Explanation Methods (Extended Version)

Vers un cadre générique pour l’explication en mode boı̂te noire des systèmes de décision algorithmique (version étendue)

Abstract

The main goal of this paper is to define a generic framework for black-box explanation methods in order to make it easier to compare and classify different approaches. We focus on two components of this framework, called respectively “Sampling” and “Generation”, which are characterized formally and used to build a taxonomy of explanation methods. This document gives details on how this framework can be used to describe black-box explanation methods found in the literature.
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Dates and versions

hal-02131174 , version 1 (20-05-2019)
hal-02131174 , version 2 (23-05-2019)
hal-02131174 , version 3 (29-05-2019)
hal-02131174 , version 4 (05-07-2019)
hal-02131174 , version 5 (16-07-2019)

Identifiers

  • HAL Id : hal-02131174 , version 2

Cite

Clement Henin, Daniel Le Métayer. Towards a Generic Framework for Black-box Explanation Methods (Extended Version). [Research Report] RR-9276, Inria Grenoble Rhône-Alpes; Ecole des Ponts ParisTech. 2019, pp.1-28. ⟨hal-02131174v2⟩
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