Online simultaneous inference for quantiles via smoothed stochastic gradient descent

Likai Chen, Georg Keilbar, Wei Biao Wu

This paper considers the estimation of quantiles via a smoothed version of the stochastic gradient descent (SGD) algorithm. By smoothing the score function with a bandwidth tied to…