Training Data Subset Selection for Regression with Controlled Generalization Error.
Durga SivasubramanianRishabh K. IyerGanesh RamakrishnanAbir DePublished in: ICML (2021)
Keyphrases
- generalization error
- subset selection
- training data
- model selection
- feature selection
- cross validation
- training set
- regression problems
- binary classification
- learning algorithm
- active learning
- learning machines
- sample complexity
- classification error
- upper bound
- sample size
- training error
- hill climbing
- generalization error bounds
- supervised learning
- target function
- boosting algorithms
- subspace information criterion
- expected error
- data sets
- training process
- genetic algorithm ga
- training examples
- classification accuracy
- machine learning
- test data
- test set
- artificial neural networks
- objective function
- decision trees
- conditional expectation
- neural network