| 2004 | ICCS | Kernel Maximum Likelihood Hebbian Learning. | Jos Koetsier, Emilio Corchado, Donald MacDonald, Juan M. Corchado, Colin Fyfe |
| 2004 | IJCNN | Non-linear principal components: projection and reconstruction. | Donald MacDonald, Colin Fyfe |
| 2002 | ESANN | Exploratory Correlation Analysis. | Jos Koetsier, Donald MacDonald, Darryl Charles, Colin Fyfe |
| 2002 | ESANN | Clustering in data space and feature space. | Donald MacDonald, 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 |
| 2002 | ICANN | Maximum and Minimum Likelihood Hebbian Learning for Exploratory Projection Pursuit. | Donald MacDonald, Emilio Corchado, Colin Fyfe, Erzsbet Mernyi |
| 2000 | KES | The kernel self-organising map. | Donald MacDonald, Colin Fyfe |
| 2000 | KES | Kernel exploratory projection pursuit. | Donald MacDonald, Colin Fyfe, Darryl Charles |
| 1999 | ESANN | Neural networks which identify composite factors. | Donald MacDonald, Darryl Charles, Colin Fyfe |
| 1999 | ESANN | Comparison of Kohonen, scale-invariant and GTM self-organising maps for interpretation of spectral data. | Donald MacDonald, Stephen McGlinchey, John Kawala, Colin Fyfe |