Mini-batch Estimation for Deep Cox Models: Statistical Foundations and Practical Guidance

Lang Zeng, Weijing Tang, Zhao Ren +1

The stochastic gradient descent (SGD) algorithm has been widely used to optimize deep Cox neural network (Cox-NN) by updating model parameters using mini-batches of data. We show t…