Generalization of Doob's Inequality and A Tighter Estimate on Look-back Option Price

In this short note, we will strengthen the classic Doob’s $L^p$ inequality for sub-martingale processes. Because this inequality is of fundamental importance to the theory of stochastic process, we believe this generalization will find many interesting applications.