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软件学报  2011 

Experimental Comparisons of Semi-Supervised Dimensional Reduction Methods
半监督降维方法的实验比较

Keywords: semi-supervised dimensionality reduction,dimensionality reduction,semi-supervised learning,classlabel,pairwise constraint
半监督降维
,降维,半监督学习,类别标号,成对约束

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Abstract:

Semi-Supervised learning is one of the hottest research topics in the technological community,which has been developed from the original semi-supervised classification and semi-supervised clustering to the semi-supervised regression and semi-supervised dimensionality reduction,etc.At present,there have been several excellent surveys on semi-supervised classification: Semi-Supervised clustering and semi-supervised regression,e.g.Zhu's semi-supervised learning literature survey.Dimensionality reduction is one...

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