Responsible Model Selection with Virny and VirnyView.
Denys HerasymukFalaah Arif KhanJulia StoyanovichPublished in: SIGMOD Conference Companion (2024)
Keyphrases
- model selection
- cross validation
- hyperparameters
- parameter estimation
- bayesian learning
- regression model
- sample size
- motion segmentation
- variable selection
- error estimation
- machine learning
- statistical learning
- generalization error
- selection criterion
- meta learning
- likelihood function
- bayesian model selection
- data sets
- decision trees
- statistical inference
- generalization bounds
- feature selection
- bayesian information criterion
- leave one out cross validation
- bayesian methods
- information criterion
- marginal likelihood
- hypothesis tests
- parameter determination
- real world