Research

2005--2007: 'bayesian hierarchical ordinal regression';

2000--2004: 'support vector machines'; 'facial morphology'; 'pharmaceutical data'; 'ADME property classification'; 'drug design'; 'explicit use'; 'performance degradation'; 'example weights'; 'combinatorial chemistry';

1995--1999: 'radial basis function networks'; 'theoretical analysis'; 'algorithmsic stability'; 'VC dimension bounds'; 'VC dimension'; 'binary classification by real-valued functions'; 'sample complexity of leave-one-out cross-validation'; 'holdout estimates'; 'automated rejection'; 'accurate parallel form filter synthesis';

1990--1994: 'theoretical analysis'; 'implementation project'; 'high order filter design'; 'weighted neural networks'; 'present position'; 'VC dimension'; 'neural networks'; 'power of polynomial discriminators'; 'class of generalised single layer networks'; 'degeneracy in adaptive volterra networks by dynamic structuring'; 'initial report'; 'self-structuring LMS algorithms'; 'complexity reduction'; 'month plan'; 'new results'; 'valid generalisation'; 'modified kanerva models';