Cargando…

Layered Concept Lattice Model and Its Application to Build Rapidly Concept Lattice

When some attributes of a formal context can be decomposed into some subattributes a model of layered concept lattice to improve the efficiency of building concept lattice with complex structure attribute data is studied, the relationship between concept lattice and layered concept is discussed. Two...

Descripción completa

Detalles Bibliográficos
Autores principales: Wu, Xia, Zhang, Jialu, Zhong, Jiaming
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7305553/
https://www.ncbi.nlm.nih.gov/pubmed/33093850
http://dx.doi.org/10.1155/2020/5784209
_version_ 1783548486761840640
author Wu, Xia
Zhang, Jialu
Zhong, Jiaming
author_facet Wu, Xia
Zhang, Jialu
Zhong, Jiaming
author_sort Wu, Xia
collection PubMed
description When some attributes of a formal context can be decomposed into some subattributes a model of layered concept lattice to improve the efficiency of building concept lattice with complex structure attribute data is studied, the relationship between concept lattice and layered concept is discussed. Two algorithms are proposed: one is the roll-up building algorithm in which the upper concepts are built by the lower concept and the other is the drill-down algorithm in which the lower concepts are built by the upper concept. The examples and experiments show that the layered concept lattice model can be used to model complex structure attribute data, and the roll-up building algorithm and the drill-down algorithm are effective. The layered concept lattice model expands the scope of the research and application of concept lattice, the roll-up building algorithm, and drill-down algorithm of layered concept lattice to improve the efficiency for building concept lattice.
format Online
Article
Text
id pubmed-7305553
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Hindawi
record_format MEDLINE/PubMed
spelling pubmed-73055532020-10-21 Layered Concept Lattice Model and Its Application to Build Rapidly Concept Lattice Wu, Xia Zhang, Jialu Zhong, Jiaming Comput Intell Neurosci Research Article When some attributes of a formal context can be decomposed into some subattributes a model of layered concept lattice to improve the efficiency of building concept lattice with complex structure attribute data is studied, the relationship between concept lattice and layered concept is discussed. Two algorithms are proposed: one is the roll-up building algorithm in which the upper concepts are built by the lower concept and the other is the drill-down algorithm in which the lower concepts are built by the upper concept. The examples and experiments show that the layered concept lattice model can be used to model complex structure attribute data, and the roll-up building algorithm and the drill-down algorithm are effective. The layered concept lattice model expands the scope of the research and application of concept lattice, the roll-up building algorithm, and drill-down algorithm of layered concept lattice to improve the efficiency for building concept lattice. Hindawi 2020-06-11 /pmc/articles/PMC7305553/ /pubmed/33093850 http://dx.doi.org/10.1155/2020/5784209 Text en Copyright © 2020 Xia Wu et al. http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Wu, Xia
Zhang, Jialu
Zhong, Jiaming
Layered Concept Lattice Model and Its Application to Build Rapidly Concept Lattice
title Layered Concept Lattice Model and Its Application to Build Rapidly Concept Lattice
title_full Layered Concept Lattice Model and Its Application to Build Rapidly Concept Lattice
title_fullStr Layered Concept Lattice Model and Its Application to Build Rapidly Concept Lattice
title_full_unstemmed Layered Concept Lattice Model and Its Application to Build Rapidly Concept Lattice
title_short Layered Concept Lattice Model and Its Application to Build Rapidly Concept Lattice
title_sort layered concept lattice model and its application to build rapidly concept lattice
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7305553/
https://www.ncbi.nlm.nih.gov/pubmed/33093850
http://dx.doi.org/10.1155/2020/5784209
work_keys_str_mv AT wuxia layeredconceptlatticemodelanditsapplicationtobuildrapidlyconceptlattice
AT zhangjialu layeredconceptlatticemodelanditsapplicationtobuildrapidlyconceptlattice
AT zhongjiaming layeredconceptlatticemodelanditsapplicationtobuildrapidlyconceptlattice