We propose a partitioning algorithm to solve a class of linear-quadratic Markov decision processes with inequality … algorithm gives the closed-form solution without discretization error, and in many cases does not suffer from the curse of … dimensionality. The algorithm is applied to two applications. In the main application, we present a model for limit order books with …