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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 5 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 10 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