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Deep First Formal Concept Search
The calculation of formal concepts is a very important part in the theory of formal concept analysis (FCA); however, within the framework of FCA, computing all formal concepts is the main challenge because of its exponential complexity and difficulty in visualizing the calculating process. With the...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4165388/ https://www.ncbi.nlm.nih.gov/pubmed/25254232 http://dx.doi.org/10.1155/2014/275679 |
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author | Zhang, Tao Li, Hui Hong, Wenxue Yuan, Xiamei Wei, Xinyu |
author_facet | Zhang, Tao Li, Hui Hong, Wenxue Yuan, Xiamei Wei, Xinyu |
author_sort | Zhang, Tao |
collection | PubMed |
description | The calculation of formal concepts is a very important part in the theory of formal concept analysis (FCA); however, within the framework of FCA, computing all formal concepts is the main challenge because of its exponential complexity and difficulty in visualizing the calculating process. With the basic idea of Depth First Search, this paper presents a visualization algorithm by the attribute topology of formal context. Limited by the constraints and calculation rules, all concepts are achieved by the visualization global formal concepts searching, based on the topology degenerated with the fixed start and end points, without repetition and omission. This method makes the calculation of formal concepts precise and easy to operate and reflects the integrity of the algorithm, which enables it to be suitable for visualization analysis. |
format | Online Article Text |
id | pubmed-4165388 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-41653882014-09-24 Deep First Formal Concept Search Zhang, Tao Li, Hui Hong, Wenxue Yuan, Xiamei Wei, Xinyu ScientificWorldJournal Research Article The calculation of formal concepts is a very important part in the theory of formal concept analysis (FCA); however, within the framework of FCA, computing all formal concepts is the main challenge because of its exponential complexity and difficulty in visualizing the calculating process. With the basic idea of Depth First Search, this paper presents a visualization algorithm by the attribute topology of formal context. Limited by the constraints and calculation rules, all concepts are achieved by the visualization global formal concepts searching, based on the topology degenerated with the fixed start and end points, without repetition and omission. This method makes the calculation of formal concepts precise and easy to operate and reflects the integrity of the algorithm, which enables it to be suitable for visualization analysis. Hindawi Publishing Corporation 2014 2014-08-31 /pmc/articles/PMC4165388/ /pubmed/25254232 http://dx.doi.org/10.1155/2014/275679 Text en Copyright © 2014 Tao Zhang et al. https://creativecommons.org/licenses/by/3.0/ 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 Zhang, Tao Li, Hui Hong, Wenxue Yuan, Xiamei Wei, Xinyu Deep First Formal Concept Search |
title | Deep First Formal Concept Search |
title_full | Deep First Formal Concept Search |
title_fullStr | Deep First Formal Concept Search |
title_full_unstemmed | Deep First Formal Concept Search |
title_short | Deep First Formal Concept Search |
title_sort | deep first formal concept search |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4165388/ https://www.ncbi.nlm.nih.gov/pubmed/25254232 http://dx.doi.org/10.1155/2014/275679 |
work_keys_str_mv | AT zhangtao deepfirstformalconceptsearch AT lihui deepfirstformalconceptsearch AT hongwenxue deepfirstformalconceptsearch AT yuanxiamei deepfirstformalconceptsearch AT weixinyu deepfirstformalconceptsearch |