| 2021 | Towards Explaining Metaheuristic Solution Quality by Data Mining Surrogate Fitness Models for Importance of Variables. | Aidan Wallace, Alexander E. I. Brownlee, David E. Cairns |
| 2021 | Sequential Association Rule Mining Revisited: A Study Directed at Relational Pattern Mining for Multi-morbidity. | Alexandar Vincent-Paulraj, Girvan Burnside, Frans Coenen, Munir Pirmohamed, Lauren Walker |
| 2021 | Using Automated Feature Selection for Building Case-Based Reasoning Systems: An Example from Patient-Reported Outcome Measurements. | Deepika Verma, Kerstin Bach, Paul Jarle Mork |
| 2021 | AI Methods of Autonomous Geological Target Selection in the Hunt for Signs of Extraterrestrial Life. | Alexander Tettenborn, Alex Ellery |
| 2021 | AI Enabled Bio Waste Contamination-Scanner. | Frederic T. Stahl, Oliver Ferdinand, Lars Nolle, Alexandra Pehlken, Oliver Zielinski |
| 2021 | An Empirical Study on Cross-Data Transferability of Adversarial Attacks on Object Detectors. | Alexander Michael Staff, Jin Zhang, Jingyue Li, Jing Xie, Elizabeth Ann Traiger, Jon Arne Glomsrud, Kristian Bertheussen Karolius |
| 2021 | Generation of Human-Aware Navigation Maps Using Graph Neural Networks. | Daniel Rodriguez-Criado, Pilar Bachiller, Luis J. Manso |
| 2021 | Modelling Satellite Data for Automobile Insurance Risk. | Sam Richardson, Yixie Shao, Dana Khartabil, Simon Thompson |
| 2021 | Ranking Pathology Data in the Absence of a Ground Truth. | Jing Qi, Girvan Burnside, Frans Coenen |
| 2021 | Context-Aware Support for Cardiac Health Monitoring Using Federated Machine Learning. | Godwin Okechukwu Ogbuabor, Juan Carlos Augusto, Ralph Moseley, Alchia van Wyk |
| 2021 | GaussianProductAttributes: Density-Based Distributed Representations for Products. | Hossein Ghodrati Noushahr, Jeremy Levesley, Samad Ahmadi, Evgeny M. Mirkes |
| 2021 | Behavioural User Identification from Clickstream Data for Business Improvement. | Gaurav Misra, Matteo Migliavacca, Fernando E. B. Otero |
| 2021 | Knowledge-Based Composable Inductive Programming. | Edward McDaid, Sarah McDaid |
| 2021 | On the Need for Collaborative Intelligence in Cybersecurity. | Trevor Martin |
| 2021 | An Assessment of Robustness for Adversarial Attacks and Physical Distortions on Image Classification using Explainable AI. | K. T. Yasas Mahima, Mohamed Ayoob, Guhanathan Poravi |
| 2021 | Evolving Large Scale Prediction Models for Vehicle Volume Forecasting in Service Stations. | Himadri Sikhar Khargharia, Siddhartha Shakya, Russell Ainslie, Gilbert Owusu |
| 2021 | Automatic Information Extraction from Electronic Documents Using Machine Learning. | Nishanthan Kamaleson, Dominique F. Chu, Fernando E. B. Otero |
| 2021 | Probabilistic Rule Induction for Transparent CBR Under Uncertainty. | Martin Jedwabny, Pierre Bisquert, Madalina Croitoru |
| 2021 | Towards a Brain Controller Interface for Generating Simple Berlin School Style Music with Interactive Genetic Algorithms. | Carl James-Reynolds, Edward Currie |
| 2021 | Adaptive Maneuver Planning for Autonomous Vehicles Using Behavior Tree on Apollo Platform. | Mais Jamal, Aleksandr I. Panov |
| 2021 | A Real-Time In-Vehicle Network Testbed for Machine Learning-Based IDS Training and Validation. | Hesamaldin Jadidbonab, Andrew Tomlinson, Hoang Nga Nguyen, Trang Doan, Siraj Ahmed Shaikh |
| 2021 | A Novel Anomaly Detection Approach to Secure APIs from Cyberattacks. | Arshardh Ifthikar, Nipun Thennakoon, Sanjeewa Malalgoda, Harsha Moraliyage, Thamindu Jayawickrama, Tiroshan Madushanka, Saman Hettiarachchi |
| 2021 | Extended Category Learning with Spiking Nets and Spike Timing Dependent Plasticity. | Christian R. Huyck, Carlos Samey |
| 2021 | Assessing the Impact of Agents in Weighted Bipolar Argumentation Frameworks. | Areski Himeur, Bruno Yun, Pierre Bisquert, Madalina Croitoru |
| 2021 | A Live-User Evaluation of a Visual Module Recommender and Advisory System for Undergraduate Students. | Nina Hagemann, Michael P. O'Mahony, Barry Smyth |