A Fuzzy ARTMAP Nonparametric Probability Estimator For Nonstationary Pattern Recognition Problems
Date
1994-10
DOI
Authors
Carpenter, Gail A.
Grossberg, Stephen
Reynolds, John H.
Version
OA Version
Citation
Abstract
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.
Description
License
Copyright 1994 Boston University. Permission to copy without fee all or part of this material is granted provided that: 1. The copies are not made or distributed for direct commercial advantage; 2. the report title, author, document number, and release date appear, and notice is given that copying is by permission of BOSTON UNIVERSITY TRUSTEES. To copy otherwise, or to republish, requires a fee and / or special permission.