Finite-Sample Distribution Theory and Efficient Large-Scale Inference for Online Quantile Regression

Ziyang Wei, Jiaqi Li, Lan Wang +1

This paper studies online quantile regression for large-scale and streaming data using Stochastic SubGradient Descent (SSGD) with constant learning rates. Classical offline inferen…