PACm-Bayes: Narrowing the Empirical Risk Gap in the Misspecified Bayesian Regime.
Warren R. MorningstarAlex AlemiJoshua V. DillonPublished in: AISTATS (2022)
Keyphrases
- empirical risk
- loss function
- decision function
- risk minimization
- ridge regression
- prediction error
- fixed number
- support vector
- uniform convergence
- majority vote
- decision trees
- pairwise
- bayesian networks
- convex optimization problems
- bayesian inference
- finite dimensional
- support vector machine
- maximum likelihood
- training data
- generalization error
- semi supervised
- svm classifier
- kernel function
- motion estimation
- special case
- feature space