title: A fuzzy ARTMAP nonparametric probability estimator for nonstationary pattern recognition problems.
abstract: An incremental, nonparametric probability estimation procedure using the fuzzy ARTMAP (adaptive resonance theory-supervised predictive mapping) neural network is introduced. In the slow-learning mode, fuzzy ARTMAP searches for patterns of data on which to build ever more accurate estimates. In max-nodes mode, the network initially learns a fixed number of categories, and weights are then adjusted gradually.
authors.affiliation: Center for Adaptive Syst., Boston Univ., MA.
authors.forename: G A
authors.initials: GA
authors.lastname: Carpenter
authors.forename: S
authors.initials: S
authors.lastname: Grossberg
authors.forename: J H
authors.initials: JH
authors.lastname: Reynolds