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Stock Embeddings: Learning Distributed Representations for Financial Assets


Feb 14, 2022
Rian Dolphin, Barry Smyth, Ruihai Dong

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* Currently under review. 9 pages, 4 figures 

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NumHTML: Numeric-Oriented Hierarchical Transformer Model for Multi-task Financial Forecasting


Jan 05, 2022
Linyi Yang, Jiazheng Li, Ruihai Dong, Yue Zhang, Barry Smyth

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* Accepted to AAAI-22 

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Investigating Health-Aware Smart-Nudging with Machine Learning to Help People Pursue Healthier Eating-Habits


Oct 05, 2021
Mansura A Khan, Khalil Muhammad, Barry Smyth, David Coyle

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Measuring Financial Time Series Similarity With a View to Identifying Profitable Stock Market Opportunities


Jul 07, 2021
Rian Dolphin, Barry Smyth, Yang Xu, Ruihai Dong

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* 15 pages. Accepted for presentation at the International Conference on Case-Based Reasoning 2021 (ICCBR) 

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Fact Check: Analyzing Financial Events from Multilingual News Sources


Jun 30, 2021
Linyi Yang, Tin Lok James Ng, Barry Smyth, Ruihai Dong

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* Demo 

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Exploring the Efficacy of Automatically Generated Counterfactuals for Sentiment Analysis


Jun 30, 2021
Linyi Yang, Jiazheng Li, Pádraig Cunningham, Yue Zhang, Barry Smyth, Ruihai Dong

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* ACL-21, Main Conference, Long Paper 

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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

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* 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

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* 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

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* 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

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* 8 pages, 2 figures 

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