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ANNPR
2008
Springer
13 years 7 months ago
Supervised Incremental Learning with the Fuzzy ARTMAP Neural Network
Abstract. Automatic pattern classifiers that allow for on-line incremental learning can adapt internal class models efficiently in response to new information without retraining fr...
Jean-François Connolly, Eric Granger, Rober...
NN
2007
Springer
173views Neural Networks» more  NN 2007»
13 years 4 months ago
An enhanced self-organizing incremental neural network for online unsupervised learning
An enhanced self-organizing incremental neural network (ESOINN) is proposed to accomplish online unsupervised learning tasks. It improves the self-organizing incremental neural ne...
Shen Furao, Tomotaka Ogura, Osamu Hasegawa
IJCNN
2000
IEEE
13 years 9 months ago
Hypersphere ART and ARTMAP for Unsupervised and Supervised, Incremental Learning
Georgios C. Anagnostopoulos, Michael Georgiopoulos
NN
2006
Springer
153views Neural Networks» more  NN 2006»
13 years 5 months ago
An incremental network for on-line unsupervised classification and topology learning
This paper presents an on-line unsupervised learning mechanism for unlabeled data that are polluted by noise. Using a similarity thresholdbased and a local error-based insertion c...
Shen Furao, Osamu Hasegawa