Learning Noise Transition Matrix from Only Noisy Labels via Total Variation Regularization

Yivan Zhang, Gang Niu, Masashi Sugiyama

Abstract: Many weakly supervised classification methods employ a noise transition matrix to capture the class-conditional label corruption. To estimate the transition matrix from noisy data, existing methods...