IEEE - Institute of Electrical and Electronics Engineers, Inc. - A noise-based stability evaluation of threshold-based feature selection techniques

2011 IEEE International Conference on Information Reuse & Integration (IRI)

Author(s): Altidor, W. ; Khoshgoftaar, T.M. ; Napolitano, A.
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 August 2011
Conference Location: Las Vegas, NV, USA, USA
Conference Date: 3 August 2011
Page(s): 240 - 245
ISBN (Electronic): 978-1-4577-0966-1
ISBN (Paper): 978-1-4577-0964-7
ISBN (Online): 978-1-4577-0965-4
DOI: 10.1109/IRI.2011.6009553
Regular:

This paper presents a noise-based stability performance evaluation approach for feature selection techniques. For the stability assessment, a similarity-based measure is used to quantify the... View More

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