Fast and Robust Online Inference with Stochastic Gradient Descent via Random Scaling

Sokbae Lee, Yuan Liao, Myung Hwan Seo +1

We develop a new method of online inference for a vector of parameters estimated by the Polyak-Ruppert averaging procedure of stochastic gradient descent (SGD) algorithms. We lever…