Model Selection for Production System via Automated Online Experiments.
Zhenwen DaiPraveen ChandarGhazal FazelniaBen CarteretteMounia Lalmas-RoellekePublished in: CoRR (2021)
Keyphrases
- model selection
- production system
- cross validation
- multistage
- parameter estimation
- hyperparameters
- regression model
- statistical learning
- production process
- bayesian learning
- multiprocessor architecture
- machine learning
- error estimation
- feature selection
- statistical inference
- generalization error
- certainty factor
- sample size
- variable selection
- selection criterion
- gaussian process
- mixture model
- marginal likelihood
- model selection criteria
- bayesian methods
- bayesian information criterion
- information criterion
- approximate inference
- leave one out cross validation
- lot streaming
- data mining