A Hierarchical Multiple Classifier Learning Algorithm

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	Similar Articles Articles by Yu-Yu Chou Articles by Linda G. Shapiro

15th International Conference on Pattern Recognition (ICPR'00) - Volume 2

Barcelona, Spain

September 03-September 08

ISBN: 0-7695-0750-6

	ASCII Text	x
	Yu-Yu Chou, Linda G. Shapiro, "A Hierarchical Multiple Classifier Learning Algorithm," Pattern Recognition, International Conference on, vol. 2, pp. 2152, 15th International Conference on Pattern Recognition (ICPR'00) - Volume 2, 2000.

	BibTex	x
	@article{ 10.1109/ICPR.2000.906037, author = {Yu-Yu Chou and Linda G. Shapiro}, title = {A Hierarchical Multiple Classifier Learning Algorithm}, journal ={Pattern Recognition, International Conference on}, volume = {2}, year = {2000}, isbn = {0-7695-0750-6}, pages = {2152}, doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2000.906037}, publisher = {IEEE Computer Society}, address = {Los Alamitos, CA, USA}, }

	RefWorks Procite/RefMan/Endnote	x
	TY - CONF JO - Pattern Recognition, International Conference on TI - A Hierarchical Multiple Classifier Learning Algorithm SN - 0-7695-0750-6 SP EP A1 - Yu-Yu Chou, A1 - Linda G. Shapiro, PY - 2000 KW - Multiple Classifier KW - Data Clustering KW - Machine Learning VL - 2 JA - Pattern Recognition, International Conference on ER -

Yu-Yu Chou, University of Washington

Linda G. Shapiro, University of Washington

DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/ICPR.2000.906037

In this paper we describe a new hierarchical multiple classifier learning algorithm that was developed to provide a tool for classifier construction in medical applications. The new mechanism uses data clustering and sub-class labeling to reduce the overhead of training and enhance the classification accuracy. The results of using this method are compared to a hand-built classifier and to other multiple classifier algorithms.

Index Terms:

Multiple Classifier, Data Clustering, Machine Learning

Citation:

Yu-Yu Chou, Linda G. Shapiro, "A Hierarchical Multiple Classifier Learning Algorithm," icpr, vol. 2, pp.2152, 15th International Conference on Pattern Recognition (ICPR'00) - Volume 2, 2000

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