Nicola L. C. Talbot

On Over-fitting in Model Selection and Subsequent Selection Bias in Performance Evaluation

Gavin C. Cawley, Nicola L. C. Talbot · Journal of Machine Learning Research · 2010 · 2K citations

Hyperparameter Estimation, Engineering, Machine Learning +14

Efficient leave-one-out cross-validation of kernel fisher discriminant classifiers

Gavin C. Cawley, Nicola L. C. Talbot · Pattern Recognition · 2003 · 432 citations

Classification Method, Machine Vision, Machine Learning +7

Fast exact leave-one-out cross-validation of sparse least-squares support vector machines

Gavin C. Cawley, Nicola L. C. Talbot · Neural Networks · 2004 · 324 citations

Support Vector Machine, Sparse Representation, Engineering +10

Gene selection in cancer classification using sparse logistic regression with Bayesian regularization

Gavin C. Cawley, Nicola L. C. Talbot · Bioinformatics · 2006 · 249 citations

Preventing Over-Fitting during Model Selection via Bayesian Regularisation of the Hyper-Parameters

Gavin C. Cawley, Nicola L. C. Talbot · Journal of Machine Learning Research · 2007 · 227 citations

Hyperparameter Estimation, Kernel Machine, Machine Learning +15