One Explanation to Rule them All — Ensemble Consistent Explanations

Artelt A, Vrachimis S, Eliades D, Polycarpou M, Hammer B (2022)
ArXiv:2205.08974 .

Preprint | Englisch
 
Download
OA 362.33 KB
Autor*in
Artelt, AndréUniBi ; Vrachimis, Stelios; Eliades, Demetrios; Polycarpou, Marios; Hammer, BarbaraUniBi
Abstract / Bemerkung
Transparency is a major requirement of modern AI based decision making systems deployed in real world. A popular approach for achieving transparency is by means of explanations. A wide variety of different explanations have been proposed for single decision making systems. In practice it is often the case to have a set (i.e. ensemble) of decisions that are used instead of a single decision only, in particular in complex systems. Unfortunately, explanation methods for single decision making systems are not easily applicable to ensembles -- i.e. they would yield an ensemble of individual explanations which are not necessarily consistent, hence less useful and more difficult to understand than a single consistent explanation of all observed phenomena. We propose a novel concept for consistently explaining an ensemble of decisions locally with a single explanation -- we introduce a formal concept, as well as a specific implementation using counterfactual explanations.
Erscheinungsjahr
2022
Zeitschriftentitel
ArXiv:2205.08974
Page URI
https://pub.uni-bielefeld.de/record/2962919

Zitieren

Artelt A, Vrachimis S, Eliades D, Polycarpou M, Hammer B. One Explanation to Rule them All — Ensemble Consistent Explanations. ArXiv:2205.08974 . 2022.
Artelt, A., Vrachimis, S., Eliades, D., Polycarpou, M., & Hammer, B. (2022). One Explanation to Rule them All — Ensemble Consistent Explanations. ArXiv:2205.08974
Artelt, A., Vrachimis, S., Eliades, D., Polycarpou, M., and Hammer, B. (2022). One Explanation to Rule them All — Ensemble Consistent Explanations. ArXiv:2205.08974 .
Artelt, A., et al., 2022. One Explanation to Rule them All — Ensemble Consistent Explanations. ArXiv:2205.08974 .
A. Artelt, et al., “One Explanation to Rule them All — Ensemble Consistent Explanations”, ArXiv:2205.08974 , 2022.
Artelt, A., Vrachimis, S., Eliades, D., Polycarpou, M., Hammer, B.: One Explanation to Rule them All — Ensemble Consistent Explanations. ArXiv:2205.08974 . (2022).
Artelt, André, Vrachimis, Stelios, Eliades, Demetrios, Polycarpou, Marios, and Hammer, Barbara. “One Explanation to Rule them All — Ensemble Consistent Explanations”. ArXiv:2205.08974 (2022).
Alle Dateien verfügbar unter der/den folgenden Lizenz(en):
Creative Commons Namensnennung 4.0 International Public License (CC-BY 4.0):
Volltext(e)
Name
Access Level
OA Open Access
Zuletzt Hochgeladen
2022-05-13T07:39:16Z
MD5 Prüfsumme
2c6fbbc1419beb50f98610887b9ae1e7

Link(s) zu Volltext(en)
Access Level
OA Open Access

Export

Markieren/ Markierung löschen
Markierte Publikationen

Open Data PUB

Quellen

arXiv: 2205.08974

Suchen in

Google Scholar