A Fuzzy ARTMAP Nonparametric Probability Estimator For Nonstationary Pattern Recognition Problems
Carpenter, Gail A.
Reynolds, John H.
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An incremental, nonparametric probability estimation procedure using the fuzzy ARTMAP neural network is introduced. In 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.