OBOE: Collaborative Filtering for AutoML Model Selection.
Chengrun YangYuji AkimotoDae Won KimMadeleine UdellPublished in: KDD (2019)
Keyphrases
- model selection
- collaborative filtering
- cross validation
- recommender systems
- matrix factorization
- hyperparameters
- parameter estimation
- bayesian learning
- sample size
- regression model
- machine learning
- motion segmentation
- variable selection
- statistical learning
- mixture model
- meta learning
- model selection criteria
- selection criterion
- feature selection
- statistical inference
- generalization error
- bayesian methods
- gaussian process
- generalization bounds
- marginal likelihood
- parameter determination
- information criterion
- bayesian model selection
- multivariate regression