Gavin C. Cawley

Best Publications

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

  Unknown

  2349
  Citations

• Efficient leave-one-out cross-validation of kernel Fisher discriminant classifiers

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  544
  Citations

• Downscaling heavy precipitation over the United Kingdom: A comparison of dynamical and statistical methods and their future scenarios

  Malcolm R. Haylock;Gavin C. Cawley;Colin Harpham;Rob L. Wilby

  484
  Citations

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

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  423
  Citations

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

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  343
  Citations

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

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  289
  Citations

• Sparse Multinomial Logistic Regression via Bayesian L1 Regularisation

  Gavin C. Cawley;Nicola L. Talbot;Mark Girolami

  281
  Citations

• Leave-One-Out Cross-Validation Based Model Selection Criteria for Weighted LS-SVMs

  Unknown

  277
  Citations

• Model Selection: Beyond the Bayesian/Frequentist Divide

  Isabelle Guyon;Amir Saffari;Gideon Dror;Gavin Cawley

  212
  Citations

• The Application of Neural Networks to Phonetic Modelling

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  165
  Citations

• Statistical models to assess the health effects and to forecast ground-level ozone

  Unknown

  155
  Citations

• Modelling SO2 concentration at a point with statistical approaches

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  145
  Citations

• Design of the 2015 ChaLearn AutoML challenge

  Isabelle Guyon;Kristin Bennett;Gavin Cawley;Hugo Jair Escalante

  137
  Citations

• Non-retrieval: Blocking Pornographic Images

  Alison Bosson;Gavin C. Cawley;Yi Chan;Richard Harvey

  134
  Citations

• Improved sparse least-squares support vector machines

  Unknown

  116
  Citations

• Efficient approximate leave-one-out cross-validation for kernel logistic regression

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  106
  Citations

• Results of the Active Learning Challenge

  Isabelle Guyon;Gavin C. Cawley;Gideon Dror;Vincent Lemaire

  95
  Citations

• Predictive Uncertainty in Environmental Modelling

  Unknown

  87
  Citations

• Reduced Rank Kernel Ridge Regression

  Gavin C. Cawley;Nicola L. C. Talbot

  76
  Citations

• Quantitative method for the assignment of hinge and shear mechanism in protein domain movements

  Unknown

  72
  Citations