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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi
2020
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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 |
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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 |