Multivariate mode hunting is of increasing practical importance. Only a few such methods exist, however, and there usually is a trade off between practical feasibility and theoretical justification. In this paper we attempt to do both. We propose a method for locating isolated modes (or better, modal regions) in a multivariate data set without pre-specifying their total number. Information on s...