Asymptotic Behavior of Bayesian Generalization Error in Multinomial Mixtures.
Takumi WatanabeSumio WatanabePublished in: CoRR (2022)
Keyphrases
- generalization error
- cross validation
- model selection
- upper bound
- active learning
- learning algorithm
- training set
- classification error
- bayes optimal
- sample complexity
- training data
- linear classifiers
- training error
- expectation maximization
- maximum likelihood
- target function
- supervised learning
- conditional expectation
- bayesian networks
- discrete data
- mixture model
- subspace information criterion
- uniform convergence
- unbiased estimator
- generalization error bounds
- data sets
- sample size
- lower bound
- decision theory
- worst case
- probabilistic model
- perceptron learning
- text classification
- multi class
- probability distribution
- reinforcement learning
- neural network