Deep Learning for Automatic EEG Feature Extraction: An Application in Drivers' Mental Workload Classification. - Mir Riyanul Islam; Shaibal Barua; Mobyen Uddin Ahmed; Shahina Begum; Gianluca Di Flumeri (H-WORKLOAD, 2019)

Hypothyroid Disease Diagnosis with Causal Explanation using Case-based Reasoning and Domain-specific Ontology. - Mir Riyanul Islam; Shaibal Barua; Shahina Begum; Mobyen Uddin Ahmed (ICCBR Workshops, 2019)

Local and Global Interpretability Using Mutual Information in Explainable Artificial Intelligence. - Mir Riyanul Islam; Mobyen Uddin Ahmed; Shahina Begum (ISCMI, 2021)

When a CBR in Hand Better than Twins in the Bush. - Mobyen Uddin Ahmed; Shaibal Barua; Shahina Begum; Mir Riyanul Islam; Rosina O. Weber (ICCBR Workshops, 2022)

Interpretable Machine Learning for Modelling and Explaining Car Drivers' Behaviour: An Exploratory Analysis on Heterogeneous Data. - Mir Riyanul Islam; Mobyen Uddin Ahmed; Shahina Begum (ICAART (2), 2023)

Explaining the Unexplainable: Role of XAI for Flight Take-Off Time Delay Prediction. - Waleed Jmoona; Mobyen Uddin Ahmed; Mir Riyanul Islam; Shaibal Barua; Shahina Begum; Ana Ferreira 004; Nicola Cavagnetto (AIAI (2), 2023)

Analyzing Inter-Vehicle Collision Predictions during Emergency Braking with Automated Vehicles. - Joseba Gorospe; Shahriar Hasan; Mir Riyanul Islam; Arrate Alonso Gómez; Svetlana Girs; Elisabeth Uhlemann (WiMob, 2023)

When a CBR in Hand is Better than Twins in the Bush. - Mobyen Uddin Ahmed; Shaibal Barua; Shahina Begum; Mir Riyanul Islam; Rosina O. Weber (CoRR, 2023)

iXGB: Improving the Interpretability of XGBoost Using Decision Rules and Counterfactuals. - Mir Riyanul Islam; Mobyen Uddin Ahmed; Shahina Begum (ICAART (3), 2024)

Explainable Artificial Intelligence for Enhancing Transparency in Decision Support Systems - Mir Riyanul Islam (2024)

Privacy-preserving ground-truth data for evaluating additive feature attribution in regression models with additive CBR and CQV. - Mir Riyanul Islam; Rosina O. Weber; Mobyen Uddin Ahmed; Shahina Begum (Knowl. Based Syst., 2025)