What are effective methods for detecting discriminating instances for each class in a large scale multi-class dataset ?

08 August 2013 1 2K Report

The problem is finding discriminating instances of a dataset to reduce the noise and increase the representatives of the given dataset.

Fabrice Clerot

Have a look at the "condensed nearest neighbour" approaches :

N. Bhatia et al,

Survey of Nearest Neighbor Techniques.

International Journal of Computer Science and Information

Security, Vol. 8, No. 2, 2010.

http://arxiv.org/pdf/1007.0085

F. Anguilli,

Fast Condensed Nearest Neighbor Rule.

Proceedings of the 22nd International Conference on Machine

Learning, Bonn, Germany, 2005

http://wwwinfo.deis.unical.it/%7Eangiulli/papers/icml2005.pdf

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