reSHAPe: A Framework for Interactive Explanations in XAI Based on SHAP

dc.contributor.author	Chromik, Michael
dc.date.accessioned	2020-06-06T12:17:27Z
dc.date.available	2020-06-06T12:17:27Z
dc.date.issued	2020
dc.description.abstract	The interdisciplinary field of explainable artificial intelligence (XAI) aims to foster human understanding of black-box machine learning models through explanation-generating methods. In this paper, we describe the need for interactive explanation facilities for end-users in XAI. We believe that interactive explanation facilities that provide multiple layers of customizable explanations offer promising directions for empowering humans to practically understand model behavior and limitations. We outline a web-based UI framework for developing interactive explanation flows based on SHAP.	en
dc.identifier.doi	10.18420/ecscw2020_p06
dc.identifier.pissn	2510-2591
dc.identifier.uri	https://dl.eusset.eu/handle/20.500.12015/3710
dc.language.iso	en
dc.publisher	European Society for Socially Embedded Technologies (EUSSET)
dc.relation.ispartof	Proceedings of 18th European Conference on Computer-Supported Cooperative Work
dc.relation.ispartofseries	Reports of the European Society for Socially Embedded Technologies: vol. 4, no. 2
dc.title	reSHAPe: A Framework for Interactive Explanations in XAI Based on SHAP	en
dc.type	Text/Conference Paper
gi.conference.date	13 - 17 June 2020
gi.conference.location	Siegen, Germany
gi.conference.sessiontitle	Poster
mci.conference.review	full

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