Self-Training of Halfspaces with Generalization Guarantees under Massart Mislabeling Noise Model.
Lies HadjadjMassih Reza-AminiSana LouhichiAlexis DeschampsPublished in: CoRR (2021)
Keyphrases
- noise model
- noise level
- semi supervised learning
- noisy images
- gaussian distribution
- training set
- cost sensitive
- label noise
- gaussian noise
- optimization procedure
- agnostic learning
- denoising
- target concept
- semi supervised
- dnf formulas
- concept classes
- vc dimension
- pac model
- concept class
- training data
- optimization method
- learning theory
- image restoration