Who's responsible? Jointly quantifying the contribution of the learning algorithm and training data.
Gal YonaAmirata GhorbaniJames Y. ZouPublished in: CoRR (2019)
Keyphrases
- training data
- learning algorithm
- supervised learning
- training examples
- machine learning
- machine learning algorithms
- training samples
- generalization error
- test data
- active learning
- labeled data
- reinforcement learning
- learning scheme
- semi supervised learning
- data sets
- generalization ability
- support vector machine
- training process
- learning problems
- learning tasks
- support vector
- class labels
- training set
- prior knowledge
- small number
- classification accuracy
- training dataset
- sample complexity
- hypothesis space
- training instances