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2008 Eighth International Conference on Hybrid Intelligent Systems
Improved Semantic Mapping and SOM Applied to Document Organization
September 10-September 12
ISBN: 978-0-7695-3326-1
ASCII Text
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Renato Fernandes Corr?, Teresa Bernarda Ludermir, "Improved Semantic Mapping and SOM Applied to Document Organization," Hybrid Intelligent Systems, International Conference on, pp. 284-289, 2008 Eighth International Conference on Hybrid Intelligent Systems, 2008.
 
 
BibTex
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@article{ 10.1109/HIS.2008.107,
author = {Renato Fernandes Corr? and Teresa Bernarda Ludermir},
title = {Improved Semantic Mapping and SOM Applied to Document Organization},
journal ={Hybrid Intelligent Systems, International Conference on},
volume = {0},
year = {2008},
isbn = {978-0-7695-3326-1},
pages = {284-289},
doi = {http://doi.ieeecomputersociety.org/10.1109/HIS.2008.107},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Hybrid Intelligent Systems, International Conference on
TI - Improved Semantic Mapping and SOM Applied to Document Organization
SN - 978-0-7695-3326-1
SP284
EP289
A1 - Renato Fernandes Corr?,
A1 - Teresa Bernarda Ludermir,
PY - 2008
KW - Semantic Mapping
KW - Self-Organizing Map
KW - Document Organization
KW - Hybrid Intelligent System
VL - 0
JA - Hybrid Intelligent Systems, International Conference on
ER -
 
This paper presents and evaluates a new version of the Semantic Mapping method applied to the construction of a hybrid document organization system based on Self-Organizing Maps. The hybrid system uses reduced document vectors generated by Semantic Mapping to training the SOM map, thus reducing the training time without compromising the quality of the document map. We test the hybrid system with different versions of Semantic Mapping and the correspondent SOM system in document organization of the Reuters-21758 v1.0 and 20 Newsgroup collections. The performance of the systems was measured in terms of text categorization effectiveness on test set and training time. The experimental results show that new version of Semantic Mapping is superior to previous one.
Index Terms:
Semantic Mapping, Self-Organizing Map, Document Organization, Hybrid Intelligent System
Citation:
Renato Fernandes Corr?, Teresa Bernarda Ludermir, "Improved Semantic Mapping and SOM Applied to Document Organization," his, pp.284-289, 2008 Eighth International Conference on Hybrid Intelligent Systems, 2008
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