Citation: | XU Min, ZHANG Liping, ZHU Wujia. Document Classification by Semi-supervised Online Learning Based on ART[J]. Journal of Southwest Jiaotong University, 2006, 19(3): 335-340. |
ZHANG T,OLES F.A probability analysis on the value of unlabeled data for classification problems[C] ∥Proc.Intl Conf.Machine Learning (ICML).San Francisco:Morgan Kaufmann,2000:1 191-1 198.[2] COHEN I,COZMAN F G,BRONSTEIN A.On the value of unlabeled data in semi-supervised learning based on maximum-likelihood estimation[R]. Technical Report HPL-2002-140,Hewlett-Packard Labs,2002.[3] CARPENTER G A,GROSSBERG S,REYNOLDS J H.ARTMAP:supervised real-time learning and classification of non-stationary data by a self-organizing neural network[J]. Neural Networks,1991,4:565-588.[4] CARPENTER G A,GROSSBERG S.A massively parallel architecture for a self-organizing neural pattern recognition machine[J]. Computer Vision,Graphics,and Image Processing,1987,37:54-115.[5] KOLLER D,SAHAMI M.Hierarchically classifying documents using very few words[C] ∥Proc.ICML-97,Nashville:Morgan Kaufmann,1997:170-176.[6] NOEL V J,REZA A M,PATRICK Gallinari.Learning classification with both labeled and unlabeled data[C] ∥Proc.European Conference on Machine Learning,Lecture Notes in AI.Helsinki:Springer,2002:468-479.
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