  We present a new strategy to approximate the global solution of the
Fokker-Planck equation efficiently in higher dimensions and show its
convergence. The main ingredients are the Euler scheme to solve the associated
stochastic differential equation and a histogram method for tree-structured
density estimation on a data-dependent partitioning of the state space R^d.
