Professor Nirmalie Wiratunga n.wiratunga@rgu.ac.uk
Associate Dean for Research
iSee: Intelligent Sharing of Explanation Experience by Users for Users
People Involved
Dr Kyle Martin k.martin3@rgu.ac.uk
Lecturer
Dr Anjana Wijekoon
Dr David Corsar d.corsar1@rgu.ac.uk
Senior Lecturer
How close is too close? Role of feature attributions in discovering counterfactual explanations. (2022)
Presentation / Conference Contribution
WIJEKOON, A., WIRATUNGA, N., NKISI-ORJI, I., PALIHAWADANA, C., CORSAR, D. and MARTIN, K. 2022. How close is too close? Role of feature attributions in discovering counterfactual explanations. In Keane, M.T. and Wiratunga, N. (eds.) Case-based reasoning research and development: proceedings of the 30th International conference on case-based reasoning (ICCBR 2022), 12-15 September 2022, Nancy, France. Lecture notes in computer science, 13405. Cham: Springer [online], pages 33-47. Available from: https://doi.org/10.1007/978-3-031-14923-8_3Counterfactual explanations describe how an outcome can be changed to a more desirable one. In XAI, counterfactuals are "actionable" explanations that help users to understand how model decisions can be changed by adapting features of an input. A cas... Read More about How close is too close? Role of feature attributions in discovering counterfactual explanations..