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Uncertainty Estimation and Out-of-Distribution Detection for Counterfactual Explanations: Pitfalls and Solutions


Jul 20, 2021
Eoin Delaney, Derek Greene, Mark T. Keane

* ICML Workshop on Algorithmic Recourse, July 2021 

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Predicting Illness for a Sustainable Dairy Agriculture: Predicting and Explaining the Onset of Mastitis in Dairy Cows


Jan 07, 2021
Cathal Ryan, Christophe Guéret, Donagh Berry, Medb Corcoran, Mark T. Keane, Brian Mac Namee


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Instance-Based Counterfactual Explanations for Time Series Classification


Sep 28, 2020
Eoin Delaney, Derek Greene, Mark T. Keane


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Play MNIST For Me! User Studies on the Effects of Post-Hoc, Example-Based Explanations & Error Rates on Debugging a Deep Learning, Black-Box Classifier


Sep 10, 2020
Courtney Ford, Eoin M. Kenny, Mark T. Keane

* IJCAI-20 Workshop on Explainable AI (XAI), September 2020 
* 2 Figures, 1 Table, 8 pages 

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On Generating Plausible Counterfactual and Semi-Factual Explanations for Deep Learning


Sep 10, 2020
Eoin M. Kenny, Mark T. Keane

* 4 figures, 9 pages 

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Good Counterfactuals and Where to Find Them: A Case-Based Technique for Generating Counterfactuals for Explainable AI (XAI)


May 26, 2020
Mark T. Keane, Barry Smyth

* 28th International Conference on Case Based Reasoning (ICCBR2020), 2020 
* 15 pages, 3 figures 

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The Twin-System Approach as One Generic Solution for XAI: An Overview of ANN-CBR Twins for Explaining Deep Learning


May 20, 2019
Mark T. Keane, Eoin M. Kenny

* 5 pages 

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Plotting Markson's 'Mistress'


May 17, 2019
Kelleher Conor, Mark T. Keane

* 7 pages 

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Helping News Editors Write Better Headlines: A Recommender to Improve the Keyword Contents & Shareability of News Headlines


May 26, 2017
Terrence Szymanski, Claudia Orellana-Rodriguez, Mark T. Keane

* Natural Language Processing meets Journalism. IJCAI-16 workshop. Pages 30-34. 2016 

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Cognitive residues of similarity


Aug 09, 2013
Stephanie OToole, Mark T. Keane

* Long version of original abstract; In Proceedings of the Thirty-Fifth Annual Conference of the Cognitive Science Society. Berlin, Germany (pp. 4070), 2013 

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Surprise: Youve got some explaining to do


Aug 09, 2013
Meadhbh Foster, Mark T. Keane

* Proceedings of the Thirty-Fifth Annual Conference of the Cognitive Science Society. Berlin, Germany (pp. 2321-2326), 2013 

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Innovation networks


Aug 09, 2013
Petra Ahrweiler, Mark T. Keane

* Mind & Society, 12, 73-90, 2013 

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