A method is proposed for search for extrema in stochastic systems. Search algorithms which were developed and are successful in noise-free systems are used in the noise-corrupted systems except that minimum variance estimators are substituted for direct functional measurements. The optimal programme of estimators is obtained by solving a variational calculus problem. An example showing significant improvement in search response over traditional stochastic approximation methods is presented.