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18th International Conference on Pattern Recognition (ICPR'06) Volume 4
A New Objective Function for Ensemble Selection in Random Subspaces
Hong Kong
August 20-August 24
ISBN: 0-7695-2521-0
ASCII Text
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Albert Hung-Ren Ko, Robert Sabourin, Alceu Jr. de Souza Britto, "A New Objective Function for Ensemble Selection in Random Subspaces," Pattern Recognition, International Conference on, vol. 4, pp. 185-188, 18th International Conference on Pattern Recognition (ICPR'06) Volume 4, 2006.
 
 
BibTex
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@article{ 10.1109/ICPR.2006.124,
author = {Albert Hung-Ren Ko and Robert Sabourin and Alceu Jr. de Souza Britto},
title = {A New Objective Function for Ensemble Selection in Random Subspaces},
journal ={Pattern Recognition, International Conference on},
volume = {4},
year = {2006},
issn = {1051-4651},
pages = {185-188},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2006.124},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Pattern Recognition, International Conference on
TI - A New Objective Function for Ensemble Selection in Random Subspaces
SN - 1051-4651
SP185
EP188
A1 - Albert Hung-Ren Ko,
A1 - Robert Sabourin,
A1 - Alceu Jr. de Souza Britto,
PY - 2006
KW - null
VL - 4
JA - Pattern Recognition, International Conference on
ER -
 
Albert Hung-Ren Ko, University of Quebec, Montreal, Quebec, H3C 1K3, Canada
Robert Sabourin, University of Quebec, Montreal, Quebec, H3C 1K3, Canada
Alceu Jr. de Souza Britto, Pontifical Catholic University of Parana, PR 80215-901, Curitiba, Brazil
Most works based on diversity suggest that there exists only weak correlation between diversity and ensemble accuracy. We show that by combining the diversities with the classification accuracy of each individual classifier, we can achieve a strong correlation between the combined diversities and the ensemble accuracy in Random Subspaces.
Citation:
Albert Hung-Ren Ko, Robert Sabourin, Alceu Jr. de Souza Britto, "A New Objective Function for Ensemble Selection in Random Subspaces," icpr, vol. 4, pp.185-188, 18th International Conference on Pattern Recognition (ICPR'06) Volume 4, 2006
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