DocumentCode :
2831880
Title :
On the Implementation of Boolean Matrix Factorization
Author :
Snael, Vaclav ; Kromer, Pavel ; Platos, Jan ; Husek, D.
Author_Institution :
Dept. of Comput. Sci., VSB - Tech. Univ. of Ostrava, Poruba
fYear :
2008
fDate :
1-5 Sept. 2008
Firstpage :
554
Lastpage :
558
Abstract :
Matrix factorization or factor analysis is an important task helpful in the analysis of high dimensional real world data. There are several well known methods and algorithms for factorization of real data but many application areas including information retrieval, pattern recognition and data mining require processing of binary rather than real data. Unfortunately, the methods used for real matrix factorization fail in the latter case. In this paper we introduce the background of the task as well as genetic algorithm based solver and present results obtained from computer experiments.
Keywords :
Boolean algebra; data analysis; genetic algorithms; matrix decomposition; Boolean matrix factorization; data analysis; factor analysis; genetic algorithm; Application software; Computer science; Data mining; Databases; Expert systems; Genetic algorithms; Information retrieval; Iterative algorithms; Matrix decomposition; Minimization methods; genetic algorithms; matrix factorization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Database and Expert Systems Application, 2008. DEXA '08. 19th International Workshop on
Conference_Location :
Turin
ISSN :
1529-4188
Print_ISBN :
978-0-7695-3299-8
Type :
conf
DOI :
10.1109/DEXA.2008.92
Filename :
4624775
Link To Document :
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