1 code implementation • 3 Oct 2023 • Pedram Salimi, Nirmalie Wiratunga, David Corsar, Anjana Wijekoon
Counterfactual Explanations (cf-XAI) describe the smallest changes in feature values necessary to change an outcome from one class to another.
no code implementations • 11 Nov 2022 • Anjana Wijekoon, David Corsar, Nirmalie Wiratunga
Formalising the XAI system promotes the reuse of existing explainers and known explanation needs that can be refined and evolved over time using user evaluation feedback.
no code implementations • 26 May 2022 • Gayani Nanayakkara, Nirmalie Wiratunga, David Corsar, Kyle Martin, Anjana Wijekoon
This information contributes to medical decision-making regarding the patient and plays a crucial role in their healthcare journey.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +2
no code implementations • 13 Sep 2021 • Nirmalie Wiratunga, Anjana Wijekoon, Ikechukwu Nkisi-Orji, Kyle Martin, Chamath Palihawadana, David Corsar
For this purpose a counterfactual explainer needs to discover input dependencies that relate to outcome changes.
1 code implementation • International Conference on Case-Based Reasoning 2020 • Ikechukwu Nkisi-Orji, Nirmalie Wiratunga, Chamath Palihawadana, Juan A. Recio-García, David Corsar
CBR applications have been deployed in a wide range of sectors, from pharmaceuticals; to defence and aerospace to IoT and transportation, to poetry and music generation; for example.