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17th International Conference on Pattern Recognition (ICPR'04) - Volume 1
Optimizing Nearest Neighbour in Random Subspaces using a Multi-Objective Genetic Algorithm
Cambridge UK
August 23-August 26
ISBN: 0-7695-2128-2
ASCII Text
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Guillaume Tremblay, Robert Sabourin, Patrick Maupin, "Optimizing Nearest Neighbour in Random Subspaces using a Multi-Objective Genetic Algorithm," Pattern Recognition, International Conference on, vol. 1, pp. 208, 17th International Conference on Pattern Recognition (ICPR'04) - Volume 1, 2004.
 
 
BibTex
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@article{ 10.1109/ICPR.2004.1334060,
author = {Guillaume Tremblay and Robert Sabourin and Patrick Maupin},
title = {Optimizing Nearest Neighbour in Random Subspaces using a Multi-Objective Genetic Algorithm},
journal ={Pattern Recognition, International Conference on},
volume = {1},
year = {2004},
issn = {1051-4651},
pages = {208},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2004.1334060},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Pattern Recognition, International Conference on
TI - Optimizing Nearest Neighbour in Random Subspaces using a Multi-Objective Genetic Algorithm
SN - 1051-4651
SP
EP
A1 - Guillaume Tremblay,
A1 - Robert Sabourin,
A1 - Patrick Maupin,
PY - 2004
KW - null
VL - 1
JA - Pattern Recognition, International Conference on
ER -
 
Guillaume Tremblay, ?cole de technologie sup?rieure, Montr?al, Canada
Robert Sabourin, ?cole de technologie sup?rieure, Montr?al, Canada
Patrick Maupin, Defence Research and Development Canada, Valcartier, Canada
In this work, the authors have evaluated almost 20 millions ensembles of classifiers generated by several methods. Trying to optimize those ensembles based on the nearest neighbours and the random subspaces paradigms, we found that the use of a diversity metric called "ambiguity" had no better positive impact than plain stochastic search.
Citation:
Guillaume Tremblay, Robert Sabourin, Patrick Maupin, "Optimizing Nearest Neighbour in Random Subspaces using a Multi-Objective Genetic Algorithm," icpr, vol. 1, pp.208, 17th International Conference on Pattern Recognition (ICPR'04) - Volume 1, 2004
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