| 2019 | CascadeML: An Automatic Neural Network Architecture Evolution and Training Algorithm for Multi-label Classification (Best Technical Paper). | Arjun Pakrashi, Brian Mac Namee |
| 2019 | Monotonicity Detection and Enforcement in Longitudinal Classification. | Sergey Ovchinnik, Fernando E. B. Otero, Alex Alves Freitas |
| 2019 | Predicting Soil pH by Using Nearest Fields. | Quoc Hung Ngo, Nhien-An Le-Khac, M. Tahar Kechadi |
| 2019 | Evolutionary Art with an EEG Fitness Function. | Ingrid Nemeckov, Carl James-Reynolds, Edward Currie |
| 2019 | Analysis of Electronic Health Records to Identify the Patient's Treatment Lines: Challenges and Opportunities. | Marjan Najafabadipour, Juan Manuel Tuas, Alejandro Rodrguez Gonzlez, Ernestina Menasalvas |
| 2019 | WVD: A New Synthetic Dataset for Video-Based Violence Detection. | Muhammad Shahroz Nadeem, Virginia N. L. Franqueira, Fatih Kurugollu, Xiaojun Zhai |
| 2019 | Purity Filtering: An Instance Selection Method for Support Vector Machines. | David Morn-Poms, Llus A. Belanche Muoz |
| 2019 | Understanding Structure of Concurrent Actions. | Perusha Moodley, Benjamin Rosman, Xia Hong |
| 2019 | Investigation of Machine Learning Techniques in Forecasting of Blood Pressure Time Series Data. | Shamsul Masum, John P. Chiverton, Ying Liu, Branislav Vuksanovic |
| 2019 | Developing a Catalogue of Explainability Methods to Support Expert and Non-expert Users. | Kyle Martin, Anne Liret, Nirmalie Wiratunga, Gilbert Owusu, Mathias Kern |
| 2019 | Demonstrating the Distinctions Between Persuasion and Deliberation Dialogues. | Yanko Kirchev, Katie Atkinson, Trevor J. M. Bench-Capon |
| 2019 | Evolving Prediction Models with Genetic Algorithm to Forecast Vehicle Volume in a Service Station (Best Application Paper). | Himadri Sikhar Khargharia, Siddhartha Shakya, Russell Ainslie, Gilbert Owusu |
| 2019 | A Generic Model for End State Prediction of Business Processes Towards Target Compliance. | Naveed Khan, Zulfiqar Ali, Aftab Ali, Sally I. McClean, Darryl Charles, Paul N. Taylor, Detlef D. Nauck |
| 2019 | Predicting Bid Success with a Case-Based Reasoning Approach: Explainability and Business Acceptance. | Mathias Kern, Botond Virginas |
| 2019 | Stock Index Forecasting Using Time Series Decomposition-Based and Machine Learning Models. | Dhanya Jothimani, Ayse Basar |
| 2019 | Stepwise Evolutionary Learning Using Deep Learned Guidance Functions. | Colin G. Johnson |
| 2019 | Mindfulness Mirror. | Carl James-Reynolds, Edward Currie |
| 2019 | Induction Motor Inter-turn Short Circuit Fault Detection Using Efficient Feature Extraction for Machine Learning Based Fault Detectors. | Muhammad Mubashir Hussain, Tariq Jadoon, Mian M. Awais |
| 2019 | Time-Series-Based Classification of Financial Forecasting Discrepancies. | Ben Peachey Higdon, Karim El Mokhtari, Ayse Basar |
| 2019 | A Tsetlin Machine with Multigranular Clauses. | Saeed Rahimi Gorji, Ole-Christoffer Granmo, Adrian Phoulady, Morten Goodwin |
| 2019 | Ontology-Driven, Adaptive, Medical Questionnaires for Patients with Mild Learning Disabilities. | Ryan Colin Gibson, Matt-Mouley Bouamrane, Mark D. Dunlop |
| 2019 | Data Augmentation for Ambulatory EEG Based Cognitive State Taxonomy System with RNN-LSTM. | Sumanto Dutta, Anup Nandy |
| 2019 | An Investigation of the Accuracy of Real Time Speech Emotion Recognition. | Jeevan Singh Deusi, Elena Irena Popa |
| 2019 | Information Retrieval for Evidence-Based Policy Making Applied to Lifelong Learning. | Jrmie Clos, Rong Qu, Jason A. D. Atkin |
| 2019 | Optimization of Silicon Tandem Solar Cells Using Artificial Neural Networks. | Jatin Kumar Chaudhary, Jiaqing Liu, Jukka-Pekka Skon, Yen-Wei Chen, Rajeev Kumar Kanth, Jukka Heikkonen |