Data-Driven Brownian Reflection Control

Guodong Pang, Dacheng Yao, Hao Yin

We study a data-driven reflection control problem for a Brownian model with unknown drift and volatility. We first propose a learn-then-optimize (LTO) algorithm: it estimates the p…