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