1. Probabilistic ‘generalization’ of functions and dimension-based uniform convergence results

   • MARTIN ANTHONY

   OriginalPaper Pages: 5 - 14

2. Interpolation models with multiple hyperparameters

   • DAVID J. C. MACKAY
   • RYO TAKEUCHI

   OriginalPaper Pages: 15 - 23

3. Coaching variables for regression and classification

   • ROBERT TIBSHIRANI
   • GEOFFREY HINTON

   OriginalPaper Pages: 25 - 33

4. Some results concerning off-training-set and IID error for the Gibbs and the Bayes optimal generalizers

   • DAVID H. WOLPERT
   • EMANUEL KNILL
   • TAL GROSSMAN

   OriginalPaper Pages: 35 - 54

5. Statistical mechanical analysis of the dynamics of learning in perceptrons

   • C. W. H. MACE
   • A. C. C. COOLEN

   OriginalPaper Pages: 55 - 88