Keyphrases
- generalization error
- cross validation
- model selection
- active learning
- upper bound
- learning algorithm
- training set
- classification error
- training data
- sample complexity
- training error
- supervised learning
- binary classification
- linear classifiers
- sample size
- stochastic gradient descent
- generalization error bounds
- target function
- learning machines
- perceptron learning
- training and test sets
- subspace information criterion
- training samples
- learning problems
- conditional expectation
- learning process
- neural network
- data sets