Neural networks which identify composite factors. - Donald MacDonald; Darryl Charles; Colin Fyfe (ESANN, 1999)

Comparison of Kohonen, scale-invariant and GTM self-organising maps for interpretation of spectral data. - Donald MacDonald; Stephen McGlinchey; John Kawala; Colin Fyfe (ESANN, 1999)

Data Mining using Unsupervised Neural Networks. - Donald MacDonald; Colin Fyfe (IIA/SOCO, 1999)

The kernel self-organising map. - Donald MacDonald; Colin Fyfe (KES, 2000)

Kernel exploratory projection pursuit. - Donald MacDonald; Colin Fyfe; Darryl Charles (KES, 2000)

Unsupervised neural networks for visualisation of data. - Donald MacDonald (2001)

Exploratory Correlation Analysis. - Jos Koetsier; Donald MacDonald; Darryl Charles; Colin Fyfe (ESANN, 2002)

Clustering in data space and feature space. - Donald MacDonald; Colin Fyfe (ESANN, 2002)

Multi-stream Exploratory Projection Pursuit for the Formation of Complex Cells Similar to Visual Cortical Neurons. - Darryl Charles; Jos Koetsier; Donald MacDonald; Colin Fyfe (ICANN, 2002)

Maximum and Minimum Likelihood Hebbian Learning for Exploratory Projection Pursuit. - Donald MacDonald; Emilio Corchado; Colin Fyfe; Erzsébet Merényi (ICANN, 2002)

Classification and ICA using maximum likelihood Hebbian learning. - Emilio Corchado; Jos Koetsier; Donald MacDonald; Colin Fyfe (NNSP, 2002)

Unsupervised neural networks for the identification of minimum overcomplete basis in visual data. - Darryl Charles; Colin Fyfe; Donald MacDonald; Jos Koetsier (Neurocomputing, 2002)

epsilon-insensitive Hebbian learning. - Colin Fyfe; Donald MacDonald (Neurocomputing, 2002)

Kernel Maximum Likelihood Hebbian Learning. - Jos Koetsier; Emilio Corchado; Donald MacDonald; Juan M. Corchado; Colin Fyfe (International Conference on Computational Science, 2004)

Non-linear principal components: projection and reconstruction. - Donald MacDonald; Colin Fyfe (IJCNN, 2004)

Strategy Selection in Games Using Co-evolution Between Artificial Immune Systems. - Donald MacDonald; Colin Fyfe (ICEC, 2004)

Analysing Spectroscopic Data Using Hierarchical Cooperative Maximum Likelihood Hebbian Learning. - Donald MacDonald; Emilio Corchado; Colin Fyfe (MICAI, 2004)

A Kernel Method for Classification. - Donald MacDonald; Jos Koetsier; Emilio Corchado; Colin Fyfe; Juan M. Corchado (MICAI, 2004)

Maximum and Minimum Likelihood Hebbian Learning for Exploratory Projection Pursuit. - Emilio Corchado; Donald MacDonald; Colin Fyfe (Data Min. Knowl. Discov., 2004)

Internet agents who structure concept formation using kernel self-organising maps. - Emilio Corchado; Donald MacDonald; Colin Fyfe (Int. J. Web Eng. Technol., 2004)

Multi-Stage Field Extraction of Financial Documents with OCR and Compact Vision-Language Models. - Yichao Jin; Yushuo Wang; Qishuai Zhong; Kent Chiu Jin-Chun; Kenneth Zhu Ke; Donald MacDonald (CoRR, 2025)