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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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Generating Plausible Counterfactual Explanations for Deep Transformers in Financial Text Classification


Oct 23, 2020
Linyi Yang, Eoin M. Kenny, Tin Lok James Ng, Yi Yang, Barry Smyth, Ruihai Dong

* Accepted by COLING-20 (Oral) 

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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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Personalized, Health-Aware Recipe Recommendation: An Ensemble Topic Modeling Based Approach


Jul 31, 2019
Mansura A. Khan, Ellen Rushe, Barry Smyth, David Coyle

* This is a pre-print version of the accepted full-paper in HealthRecsys2019 workshop (https://healthrecsys.github.io/2019/). The final version of the article would be published in the workshop preceding 

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RARD II: The 2nd Related-Article Recommendation Dataset


Jul 20, 2018
Joeran Beel, Barry Smyth, Andrew Collins


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Aggregating Content and Network Information to Curate Twitter User Lists


Jul 02, 2012
Derek Greene, Gavin Sheridan, Barry Smyth, Pádraig Cunningham


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