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Twin Systems for DeepCBR: A Menagerie of Deep Learning and Case-Based Reasoning Pairings for Explanation and Data Augmentation


Apr 29, 2021
Mark T Keane, Eoin M Kenny, Mohammed Temraz, Derek Greene, Barry Smyth

* 7 pages,4 figures, 2 tables 

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Handling Climate Change Using Counterfactuals: Using Counterfactuals in Data Augmentation to Predict Crop Growth in an Uncertain Climate Future


Apr 08, 2021
Mohammed Temraz, Eoin Kenny, Elodie Ruelle, Laurence Shalloo, Barry Smyth, Mark T Keane

* 15 pages, 6 figures, 3 tables 

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If Only We Had Better Counterfactual Explanations: Five Key Deficits to Rectify in the Evaluation of Counterfactual XAI Techniques


Feb 26, 2021
Mark T Keane, Eoin M Kenny, Eoin Delaney, Barry Smyth

* 13 pages, 2 figures 

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A Few Good Counterfactuals: Generating Interpretable, Plausible and Diverse Counterfactual Explanations


Jan 22, 2021
Barry Smyth, Mark T Keane

* 8 pages, 2 figures 

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How Case Based Reasoning Explained Neural Networks: An XAI Survey of Post-Hoc Explanation-by-Example in ANN-CBR Twins


May 17, 2019
Mark T Keane, Eoin M Kenny

* 15 pages 

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The Unexpected Unexpected and the Expected Unexpected: How People's Conception of the Unexpected is Not That Unexpected


May 17, 2019
Molly S Quinn, Kathleen Campbell, Mark T Keane

* 7 pages 

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