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ICML
2004
IEEE

193views Machine Learning» more ICML 2004»

Co-EM support vector learning

14 years 8 months ago

Download www.indiana.edu

Multi-view algorithms, such as co-training and co-EM, utilize unlabeled data when the available attributes can be split into independent and compatible subsets. Co-EM outperforms ...

Ulf Brefeld, Tobias Scheffer

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ICDM
2003
IEEE

128views Data Mining» more ICDM 2003»

Building Text Classifiers Using Positive and Unlabeled Examples

14 years 23 days ago

Download www.cs.uic.edu

Bing Liu, Yang Dai, Xiaoli Li, Wee Sun Lee, Philip...

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CIVR
2008
Springer

279views Image Analysis» more CIVR 2008»

Semi-supervised learning of object categories from paired local features

13 years 9 months ago

Download www.cs.cmu.edu

This paper presents a semi-supervised learning (SSL) approach to find similarities of images using statistics of local matches. SSL algorithms are well known for leveraging a larg...

Wen Wu, Jie Yang

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KDD
2002
ACM

179views Data Mining» more KDD 2002»

Combining clustering and co-training to enhance text classification using unlabelled data

14 years 7 months ago

Download users.rsise.anu.edu.au

In this paper, we present a new co-training strategy that makes use of unlabelled data. It trains two predictors in parallel, with each predictor labelling the unlabelled data for...

Bhavani Raskutti, Herman L. Ferrá, Adam Kow...

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SIGIR
2002
ACM

73views Information Technology» more SIGIR 2002»

Improving hierarchical text classification using unlabeled data

13 years 7 months ago

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