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iSee: intelligent sharing of explanation experiences.

Martin, Kyle; Wijekoon, Anjana; Wiratunga, Nirmalie; Palihawadana, Chamath; Nkisi-Orji, Ikechukwu; Corsar, David; Díaz-Agudo, Belén; Recio-García, Juan A.; Caro-Martínez, Marta; Bridge, Derek; Pradeep, Preeja; Liret, Anne; Fleisch, Bruno

Authors

Belén Díaz-Agudo

Juan A. Recio-García

Marta Caro-Martínez

Derek Bridge

Preeja Pradeep

Anne Liret

Bruno Fleisch



Contributors

Pascal Reuss
Editor

Jakob Schönborn
Editor

Abstract

The right to an explanation of the decision reached by a machine learning (ML) model is now an EU regulation. However, different system stakeholders may have different background knowledge, competencies and goals, thus requiring different kinds of explanations. There is a growing armoury of XAI methods, interpreting ML models and explaining their predictions, recommendations and diagnoses. We refer to these collectively as "explanation strategies". As these explanation strategies mature, practitioners gain experience in understanding which strategies to deploy in different circumstances. What is lacking, and what the iSee project will address, is the science and technology for capturing, sharing and re-using explanation strategies based on similar user experiences, along with a much-needed route to explainable AI (XAI) compliance. Our vision is to improve every user's experience of AI, by harnessing experiences of best practice in XAI by providing an interactive environment where personalised explanation experiences are accessible to everyone. Video Link: https://youtu.be/81O6-q_yx0s

Citation

MARTIN, K., WIJEKOON, A., WIRATUNGA, N., PALIHAWADANA, C., NKISI-ORJI, I., CORSAR, D., DÍAZ-AGUDO, B., RECIO-GARCÍA, J.A., CARO-MARTÍNEZ, M., BRIDGE, D., PRADEEP, P., LIRET, A. and FLEISCH, B. 2022. iSee: intelligent sharing of explanation experiences. In Reuss, P. and Schönborn, J. (eds.) Workshop proceedings of the 30th International conference on case-based reasoning (ICCBR-WS 2022), 12-15 September 2022, Nancy, France. CEUR workshop proceedings, 3389. Aachen: CEUR-WS [online], pages 231-232. Available from: https://ceur-ws.org/Vol-3389/ICCBR_2022_Workshop_paper_83.pdf

Conference Name Workshops of the 30th International conference on case-based reasoning (ICCBR-WS 2022)
Conference Location Nancy, France
Start Date Sep 12, 2022
End Date Sep 15, 2022
Acceptance Date Jul 22, 2022
Online Publication Date May 11, 2023
Publication Date May 11, 2023
Deposit Date Jun 2, 2023
Publicly Available Date Mar 28, 2024
Journal CEUR Workshop Proceedings
Print ISSN 1613-0073
Publisher CEUR Workshop Proceedings
Pages 231-232
Series Title CEUR workshop proceedings
Series Number 3389
Series ISSN 1613-0073
Keywords Explainability; Case-based reasoning; Project showcase
Public URL https://rgu-repository.worktribe.com/output/1977718
Publisher URL https://ceur-ws.org/Vol-3389/ICCBR_2022_Workshop_paper_83.pdf

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