Paper Info
Title
Distributed Version of Algorithm for Generalized One-Sided Concept Lattices.
Abstract
In this paper we provide the distributed version of algorithm for creation of model Generalized One-Sided Concept Lattices (GOSCL), special case for fuzzy version of data analysis approach called Formal Concept Analysis (FCA), which provide the conceptual model of input data based on the theory of one-sided concept lattices and was successfully applied in several domains. GOSCL is able to work with data tables containing the different attribute types processed as fuzzy sets. One problem with the creation of FCA model is computational complexity. In order to reduce the computation times, we have designed the distributed version of the algorithm and showed its applicability on the generated data set. The algorithm is able to work well especially for data where number of newly generated concepts is reduced (like for sparse input data tables).
Year
DOI
Venue
2013
10.1007/978-3-319-01571-2_15
Studies in Computational Intelligence
Field
DocType
Volume
Conceptual model,Fuzzy logic,Algorithm,Theoretical computer science,Fuzzy set,Complete lattice,Formal concept analysis,Mathematics,Computation,Computational complexity theory,Special case
Conference
511.0
ISSN
Citations 
PageRank 
1860-949X
0
0.34
References 
Authors
7
3
Name
Order
Citations
PageRank
Peter Butka1418.44
Jozef Pócs214616.23
Jana Pócsová3336.02