Modify Training Directions in Function Space to Reduce Generalization Error.
Yi YuWenlian LuBoyu ChenPublished in: CoRR (2023)
Keyphrases
- generalization error
- training set
- target function
- training error
- supervised learning
- model selection
- learning machines
- training set size
- classification error
- cross validation
- training data
- upper bound
- learning algorithm
- active learning
- binary classification
- sample size
- linear classifiers
- sample complexity
- error rate
- training samples
- training process
- generalization error bounds
- test set
- training and test sets
- subspace information criterion
- perceptron learning
- training algorithm
- training examples
- conditional expectation
- semi supervised
- machine learning
- neural network