Self-Training of Halfspaces with Generalization Guarantees under Massart Mislabeling Noise Model

Lies Hadjadj, Massih-Reza Amini, Sana Louhichi +1

We investigate the generalization properties of a self-training algorithm with halfspaces. The approach learns a list of halfspaces iteratively from labeled and unlabeled training…