Blockout: Dynamic Model Selection for Hierarchical Deep Networks.
Calvin MurdockZhen LiHoward ZhouTom DuerigPublished in: CoRR (2015)
Keyphrases
- model selection
- cross validation
- sample size
- parameter estimation
- hyperparameters
- statistical inference
- statistical learning
- regression model
- bayesian learning
- unsupervised learning
- machine learning
- feature selection
- mixture model
- motion segmentation
- variable selection
- marginal likelihood
- gaussian process
- meta learning
- model selection criteria
- learning algorithm
- selection criterion
- generalization error
- error estimation
- information criterion
- generalization bounds
- posterior distribution
- leave one out cross validation
- prior knowledge
- automatic model selection