Learning from Data with Heterogeneous Noise using SGD

Shuang Song, Kamalika Chaudhuri, Anand D. Sarwate

We consider learning from data of variable quality that may be obtained from different heterogeneous sources. Addressing learning from heterogeneous data in its full generality is…