| 2021 | UIC | Proactive business process mining for end-state prediction using trace features. | Zeeshan Tariq, Darryl Charles, Sally I. McClean, Ian R. McChesney, Paul N. Taylor |
| 2020 | HCI | Behavlet Analytics for Player Profiling and Churn Prediction. | Darryl Charles, Benjamin Ultan Cowley |
| 2019 | SGAI | 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 |
| 2011 | ICIDS | Adaptive Storytelling and Story Repair in a Dynamic Environment. | Richard Paul, Darryl Charles, Michael McNeill, David McSherry |
| 2010 | ICIDS | MIST: An Interactive Storytelling System with Variable Character Behavior. | Richard Paul, Darryl Charles, Michael McNeill, David McSherry |
| 2008 | ACHI | Enhancing E-Learning Engagement Using Design Patterns from Computer Games. | Therese McGinnis, David W. Bustard, Michaela M. Black, Darryl Charles |
| 2008 | ESANN | Improvement in Game Agent Control Using State-Action Value Scaling. | Leo Galway, Darryl Charles, Michaela M. Black |
| 2007 | HCI | Adaptive Virtual Reality Games for Rehabilitation of Motor Disorders. | Minhua Ma, Michael McNeill, Darryl Charles, Suzanne McDonough, Jacqui Crosbie, Louise Oliver, Clare McGoldrick |
| 2005 | DIGRA | Player-Centred Game Design: Adaptive Digital Games. | Darryl Charles, Aphra Kerr, Moira McAlister, Michael McNeill, Julian Kcklich, Michaela M. Black, Adrian Moore, Karl Stringer |
| 2003 | DIGRA | Enhancing gameplay: challenges for articifical intelligence in digital games. | Darryl Charles |
| 2002 | ESANN | Exploratory Correlation Analysis. | Jos Koetsier, Donald MacDonald, Darryl Charles, Colin Fyfe |
| 2002 | ICANN | Multi-stream Exploratory Projection Pursuit for the Formation of Complex Cells Similar to Visual Cortical Neurons. | Darryl Charles, Jos Koetsier, Donald MacDonald, Colin Fyfe |
| 2001 | ESANN | Unsupervised models for processing visual data. | Darryl Charles, Colin Fyfe |
| 2001 | ESANN | Rectified Gaussian distributions and the formation of local filters from video data. | Emilio Corchado, Darryl Charles, Colin Fyfe |
| 2000 | IJCNN | Kernel Factor Analysis with Varimax Rotation. | Darryl Charles, Colin Fyfe |
| 2000 | KES | Kernel exploratory projection pursuit. | Donald MacDonald, Colin Fyfe, Darryl Charles |
| 1999 | ESANN | Noise to extract independent causes. | Darryl Charles, Colin Fyfe |
| 1999 | ESANN | Neural networks which identify composite factors. | Donald MacDonald, Darryl Charles, Colin Fyfe |