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
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;
Conference_Titel :
Database and Expert Systems Application, 2008. DEXA '08. 19th International Workshop on
Conference_Location :
Turin
Print_ISBN :
978-0-7695-3299-8
DOI :
10.1109/DEXA.2008.92