Recursive Estimation of the Mode of a Multivariate Distribution

A simple recursive estimator of the mode of a multivariate distribution is proposed. Conditions for the convergence of the estimator with probability 1 are given. The rate of mean-square convergence of the estimator is calculated. It is shown that no mode estimators exist with a higher order of rate of convergence.