ProbabilityTheoryStochasticProcesses
Given an random variable on a filtered probability space then the best approximation to based on the information up to time (given by ) is the Doob Martingale:which is a Martingale with respect to the filtration which can be seen by the fact that
In particular, this is useful when and the canonical filtration which is used to prove McDiarmid’s Inequality.