Agnostic Learning of Halfspaces with Gradient Descent via Soft Margins.
Spencer FreiYuan CaoQuanquan GuPublished in: CoRR (2020)
Keyphrases
- agnostic learning
- uniform distribution
- membership queries
- noise tolerant
- pac learning
- linear threshold functions
- cost function
- loss function
- boosting algorithms
- concept class
- decision lists
- objective function
- generalization error
- low degree
- target function
- boolean functions
- exact learning
- machine learning
- learning algorithm
- binary classification problems
- concept classes
- pairwise
- complexity analysis