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2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery
The Effect of Distance Metrics on Boosting with Dynamic Weighting Schemes
Tianjin, China
August 14-August 16
ISBN: 978-0-7695-3735-1
ASCII Text
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Xinzhu Yang, Bo Yuan, Wenhuang Liu, "The Effect of Distance Metrics on Boosting with Dynamic Weighting Schemes," Fuzzy Systems and Knowledge Discovery, Fourth International Conference on, vol. 1, pp. 320-324, 2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery, 2009.
 
 
BibTex
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@article{ 10.1109/FSKD.2009.688,
author = {Xinzhu Yang and Bo Yuan and Wenhuang Liu},
title = {The Effect of Distance Metrics on Boosting with Dynamic Weighting Schemes},
journal ={Fuzzy Systems and Knowledge Discovery, Fourth International Conference on},
volume = {1},
year = {2009},
isbn = {978-0-7695-3735-1},
pages = {320-324},
doi = {http://doi.ieeecomputersociety.org/10.1109/FSKD.2009.688},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
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TY - CONF
JO - Fuzzy Systems and Knowledge Discovery, Fourth International Conference on
TI - The Effect of Distance Metrics on Boosting with Dynamic Weighting Schemes
SN - 978-0-7695-3735-1
SP320
EP324
A1 - Xinzhu Yang,
A1 - Bo Yuan,
A1 - Wenhuang Liu,
PY - 2009
KW - boosting
KW - dynamic weighting
KW - RegionBoost
KW - kNN
KW - fractional distance metircs
VL - 1
JA - Fuzzy Systems and Knowledge Discovery, Fourth International Conference on
ER -
 
This paper presents some preliminary experimental results on RegionBoost, which is a typical example of a class of Boosting algorithms based on dynamic weighting schemes. It is shown that the performance of RegionBoost with the k-Nearest Neighbor (kNN) algorithm as the competency predictor of its basic classifiers can be significantly improved on a variety of standard UCI benchmark datasets by using non-Euclidean distance metrics.
Index Terms:
boosting, dynamic weighting, RegionBoost, kNN, fractional distance metircs
Citation:
Xinzhu Yang, Bo Yuan, Wenhuang Liu, "The Effect of Distance Metrics on Boosting with Dynamic Weighting Schemes," fskd, vol. 1, pp.320-324, 2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery, 2009
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