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Some Remarks on Binary Data Grouping
September 01-September 05
DOI Bookmark: http://doi.ieeecomputersociety.org/10.1109/DEXA.2008.1072008 19th International Conference on ...
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Dusan Husek, Alexander A. Frolov, Hana Rezankov?, V?clav Sn?el, Pavel Y. Polyakov, "Some Remarks on Binary Data Grouping," Database and Expert Systems Applications, International Workshop on, pp. 559-565, 2008 19th International Conference on Database and Expert Systems Application, 2008.
 
 
BibTex
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@article{ 10.1109/DEXA.2008.107,
author = {Dusan Husek and Alexander A. Frolov and Hana Rezankov? and V?clav Sn?el and Pavel Y. Polyakov},
title = {Some Remarks on Binary Data Grouping},
journal ={Database and Expert Systems Applications, International Workshop on},
volume = {0},
year = {2008},
issn = {1529-4188},
pages = {559-565},
doi = {http://doi.ieeecomputersociety.org/10.1109/DEXA.2008.107},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Database and Expert Systems Applications, International Workshop on
TI - Some Remarks on Binary Data Grouping
SN - 1529-4188
SP559
EP565
A1 - Dusan Husek,
A1 - Alexander A. Frolov,
A1 - Hana Rezankov?,
A1 - V?clav Sn?el,
A1 - Pavel Y. Polyakov,
PY - 2008
KW - Factor analysis
KW - Boolean factor analysis
KW - Clustering
KW - Neural networks
KW - Binary Data
KW - Dimensionality Reduction
VL - 0
JA - Database and Expert Systems Applications, International Workshop on
ER -
 
The methods for variables selections which allows foroptimal representation of objects group in the data are studied. Neural network based Boolean factor analysis is compared with two statistical methods - linear factor analysis and hierarchical clustering. It is shown that Boolean factor analysis is the best solution for binary data dimensionality reduction. Advantage of Boolean factor analysis is its nonlinearity.
Index Terms:
Factor analysis, Boolean factor analysis, Clustering, Neural networks, Binary Data, Dimensionality Reduction
Citation:
Dusan Husek, Alexander A. Frolov, Hana Rezankov?, V?clav Sn?el, Pavel Y. Polyakov, "Some Remarks on Binary Data Grouping," dexa, pp.559-565, 2008 19th International Conference on Database and Expert Systems Application, 2008
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