 Such an estimate can be constructed in many ways, giving rise to algorithms such as Williams' REINFORCE method (which is known as the likelihood ratio method in the simulation-based optimization literature).Policy search methods have been used in the robotics context.Many policy search methods may get stuck in local optima (as they are based on local search).