Private Learning of Halfspaces: Simplifying the Construction and Reducing the Sample Complexity.
Haim KaplanYishay MansourUri StemmerEliad TsfadiaPublished in: NeurIPS (2020)
Keyphrases
- sample complexity
- decision lists
- learning problems
- learning algorithm
- linear threshold
- supervised learning
- learning process
- concept learning
- learning tasks
- concept classes
- sample complexity bounds
- pac learnability
- prior knowledge
- active learning
- semi supervised learning
- learning models
- unsupervised learning
- special case
- pairwise
- lower bound
- support vector
- reinforcement learning