The connection between information theory and learning theory
Nonlinear Dimensionality Reduction
Correlated Equilibria and Graphical Games
A tutorial on sample complexity bounds
Tightness of machine learning bounds (lyx,tex,
ps)
Compiling planners (lyx,tex,
ps)
Planning (lyx,tex,
ps)
Parallelization of computations on grids.
Cribbage (lyx,tex,
ps)
IC2000
improved margin bound
PAC stability bounds
Maximum Entropy
Tight sample complexity bounds
Decision theoretic particle filters
Spam detection
IC2001
Proofs of learning
Conservative Policy Iteration (lyx)
Generative vs. Discriminative classification (lyx)
PAC-Bayes lyx, tex
Introductory PAC lyx, tex
Stochastic Neural Nets lyx, tex
Train and Test bounds lyx, tex
PAC-Bayes and margin bounds lyx, tex