Analysis of Error-Reject Trade-off in Linearly Combined Classifiers

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http://doi.ieeecomputersociety.org/10.1109/ICPR.2002.1048252

16th International Conference on Patt ...

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	Fabio Roli, Giorgio Fumera, Gianni Vernazza, "Analysis of Error-Reject Trade-off in Linearly Combined Classifiers," Pattern Recognition, International Conference on, vol. 2, pp. 20120, 16th International Conference on Pattern Recognition (ICPR'02) - Volume 2, 2002.

	BibTex	x
	@article{ 10.1109/ICPR.2002.1048252, author = {Fabio Roli and Giorgio Fumera and Gianni Vernazza}, title = {Analysis of Error-Reject Trade-off in Linearly Combined Classifiers}, journal ={Pattern Recognition, International Conference on}, volume = {2}, year = {2002}, issn = {1051-4651}, pages = {20120}, doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2002.1048252}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Pattern Recognition, International Conference on TI - Analysis of Error-Reject Trade-off in Linearly Combined Classifiers SN - 1051-4651 SP EP A1 - Fabio Roli, A1 - Giorgio Fumera, A1 - Gianni Vernazza, PY - 2002 KW - null VL - 2 JA - Pattern Recognition, International Conference on ER -

Fabio Roli, University of Cagliari

Giorgio Fumera, University of Cagliari

Gianni Vernazza, University of Genova

In this paper, a framework for the analysis of the error-reject trade-off in linearly combined classifiers is proposed. We start from a framework developed by Tumer and Ghosh [1, 2]. We extend this framework and analyse some hypotheses under which the linear combination of classifier outputs can improve the error-reject trade-off of the individual classifiers. Experiments that support some of the analytical results are reported.

Citation:

Fabio Roli, Giorgio Fumera, Gianni Vernazza, "Analysis of Error-Reject Trade-off in Linearly Combined Classifiers," icpr, vol. 2, pp.20120, 16th International Conference on Pattern Recognition (ICPR'02) - Volume 2, 2002

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