Towards Accurate Model Selection in Deep Unsupervised Domain Adaptation.
Kaichao YouXimei WangMingsheng LongMichael I. JordanPublished in: ICML (2019)
Keyphrases
- model selection
- cross validation
- bayesian learning
- hyperparameters
- regression model
- mixture model
- sample size
- error estimation
- selection criterion
- meta learning
- parameter estimation
- gaussian process
- feature selection
- statistical learning
- model selection criteria
- machine learning
- motion segmentation
- unsupervised learning
- parameter determination
- information criterion
- generalization error
- marginal likelihood
- statistical inference
- variable selection
- leave one out cross validation
- bayesian model selection
- automatic model selection
- image segmentation