Eoin Delaney
Eoin Delaney
Postdoctoral Researcher, University of Oxford
Verified email at
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If only we had better counterfactual explanations: Five key deficits to rectify in the evaluation of counterfactual xai techniques
MT Keane, EM Kenny, E Delaney, B Smyth
arXiv preprint arXiv:2103.01035, 2021
Instance-based counterfactual explanations for time series classification
E Delaney, D Greene, MT Keane
International Conference on Case-Based Reasoning, 32-47, 2021
Uncertainty estimation and out-of-distribution detection for counterfactual explanations: Pitfalls and solutions
E Delaney, D Greene, MT Keane
arXiv preprint arXiv:2107.09734, 2021
Post-hoc Explanation Options for XAI in Deep Learning: The Insight Centre for Data Analytics Perspective
EM Kenny, ED Delaney, D Greene, MT Keane
Pattern Recognition. ICPR International Workshops and Challenges: Virtual …, 2021
Forecasting for Sustainable Dairy Produce: Enhanced Long-Term, Milk-Supply Forecasting Using k-NN for Data Augmentation, with Prefactual Explanations for XAI
E Delaney, D Greene, L Shalloo, M Lynch, MT Keane
International Conference on Case-Based Reasoning, 365-379, 2022
Twin systems for deepcbr: A menagerie of deep learning and case-based reasoning pairings for explanation and data augmentation
MT Keane, EM Kenny, M Temraz, D Greene, B Smyth
arXiv preprint arXiv:2104.14461, 2021
Counterfactual explanations for misclassified images: How human and machine explanations differ
E Delaney, A Pakrashi, D Greene, MT Keane
Artificial Intelligence 324, 103995, 2023
Advancing Post Hoc Case Based Explanation with Feature Highlighting
E Kenny, E Delaney, M Keane
arXiv preprint arXiv:2311.03246, 2023
Explaining Groups of Instances Counterfactually for XAI: A Use Case, Algorithm and User Study for Group-Counterfactuals
G Warren, MT Keane, C Gueret, E Delaney
arXiv preprint arXiv:2303.09297, 2023
Case-based Explanation for Black-Box Time Series and Image Models with Applications in Smart Agriculture
E Delaney
ICCBR Doctoral Consortium 2022 1613, 0073, 2022
User tests & techniques for the post-hoc explanation of deep learning
E Delaney, EM Kenny, D Greene, MT Keane
Explainable Deep Learning AI, 263-291, 2023
Nearest Neighbour-Based Data Augmentation for Time Series Forecasting.
D Wallace, E Delaney, MT Keane, D Greene
AICS, 60-71, 2021
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