Dropout Training, Data-dependent Regularization, and Generalization Bounds

Wenlong Mou, Yuchen Zhou, Jun Gao, Liwei Wang

Abstract: We study the problem of generalization guarantees for dropout training. A general framework is first proposed for learning procedures with random perturbation on model parameters. The generalizatio...