Convergence and Inference of Stream SGD, with Applications to Queueing Systems and Inventory Control

Xiang Li, Jiadong Liang, Xinyun Chen +1

Stream stochastic gradient descent (SGD) is a simple and efficient method for solving online optimization problems in operations research (OR), where data is generated by parameter…