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16th International Conference on Pattern Recognition (ICPR'02) - Volume 2
Robust Learning in Adaptive Processing of Data Structures for Tree Representation Based Image Classification
Quebec City, QC, Canada
August 11-August 15
ISBN: 0-7695-1695-X
ASCII Text
x 
 
Siu-Yeung Cho, Zheru Chi, Zhiyong Wang, Wan-Chi Siu, "Robust Learning in Adaptive Processing of Data Structures for Tree Representation Based Image Classification," Pattern Recognition, International Conference on, vol. 2, pp. 20108, 16th International Conference on Pattern Recognition (ICPR'02) - Volume 2, 2002.
 
 
BibTex
x
 
@article{ 10.1109/ICPR.2002.1048249,
author = {Siu-Yeung Cho and Zheru Chi and Zhiyong Wang and Wan-Chi Siu},
title = {Robust Learning in Adaptive Processing of Data Structures for Tree Representation Based Image Classification},
journal ={Pattern Recognition, International Conference on},
volume = {2},
year = {2002},
issn = {1051-4651},
pages = {20108},
doi = {http://doi.ieeecomputersociety.org/10.1109/ICPR.2002.1048249},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Pattern Recognition, International Conference on
TI - Robust Learning in Adaptive Processing of Data Structures for Tree Representation Based Image Classification
SN - 1051-4651
SP
EP
A1 - Siu-Yeung Cho,
A1 - Zheru Chi,
A1 - Zhiyong Wang,
A1 - Wan-Chi Siu,
PY - 2002
KW - null
VL - 2
JA - Pattern Recognition, International Conference on
ER -
 
Siu-Yeung Cho, Hong Kong Polytechnic University
Zheru Chi, Hong Kong Polytechnic University
Zhiyong Wang, Hong Kong Polytechnic University
Wan-Chi Siu, Hong Kong Polytechnic University
In this paper, a novel robust learning in adaptive processing of data structures for tree representation based image classification is proposed. The idea of this learning scheme is to optimize the free parameters of the node representation in data structures by using the layer-by-layer least squares method. The vanishing of gradient information can be recovered to overcome in learning long-term dependency problem for this adaptive processing.
Citation:
Siu-Yeung Cho, Zheru Chi, Zhiyong Wang, Wan-Chi Siu, "Robust Learning in Adaptive Processing of Data Structures for Tree Representation Based Image Classification," icpr, vol. 2, pp.20108, 16th International Conference on Pattern Recognition (ICPR'02) - Volume 2, 2002
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