Agnostic Learning of Halfspaces with Gradient Descent via Soft Margins.
Spencer FreiYuan CaoQuanquan GuPublished in: ICML (2021)
Keyphrases
- agnostic learning
- uniform distribution
- noise tolerant
- membership queries
- loss function
- boosting algorithms
- linear threshold functions
- cost function
- target function
- pac learning
- concept class
- decision lists
- generalization error
- binary classification problems
- low degree
- upper bound
- lower bound
- machine learning algorithms
- concept classes
- active learning
- dnf formulas
- decision trees