Database Native Model Selection: Harnessing Deep Neural Networks in Database Systems.
Naili XingShaofeng CaiGang ChenZhaojing LuoBeng Chin OoiJian PeiPublished in: Proc. VLDB Endow. (2024)
Keyphrases
- model selection
- database systems
- database
- neural network
- cross validation
- bayesian learning
- hyperparameters
- sample size
- parameter estimation
- regression model
- selection criterion
- variable selection
- statistical learning
- model selection criteria
- mixture model
- databases
- error estimation
- meta learning
- feature selection
- statistical inference
- information criterion
- machine learning
- leave one out cross validation
- marginal likelihood
- parameter determination
- data sets
- motion segmentation
- bayesian methods
- gaussian process
- generalization error
- hypothesis tests
- unsupervised learning
- learning algorithm
- bayesian model selection
- automatic model selection