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Integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures
BACKGROUND: A bisection-type algorithm for the grammar-based compression of tree-structured data has been proposed recently. In this framework, an elementary ordered-tree grammar (EOTG) and an elementary unordered-tree grammar (EUTG) were defined, and an approximation algorithm was proposed. RESULTS...
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2010
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3024861/ https://www.ncbi.nlm.nih.gov/pubmed/21172054 http://dx.doi.org/10.1186/1471-2105-11-S11-S4 |
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author | Zhao, Yang Hayashida, Morihiro Akutsu, Tatsuya |
author_facet | Zhao, Yang Hayashida, Morihiro Akutsu, Tatsuya |
author_sort | Zhao, Yang |
collection | PubMed |
description | BACKGROUND: A bisection-type algorithm for the grammar-based compression of tree-structured data has been proposed recently. In this framework, an elementary ordered-tree grammar (EOTG) and an elementary unordered-tree grammar (EUTG) were defined, and an approximation algorithm was proposed. RESULTS: In this paper, we propose an integer programming-based method that finds the minimum context-free grammar (CFG) for a given string under the condition that at most two symbols appear on the right-hand side of each production rule. Next, we extend this method to find the minimum EOTG and EUTG grammars for given ordered and unordered trees, respectively. Then, we conduct computational experiments for the ordered and unordered artificial trees. Finally, we apply our methods to pattern extraction of glycan tree structures. CONCLUSIONS: We propose integer programming-based methods that find the minimum CFG, EOTG, and EUTG for given strings, ordered and unordered trees. Our proposed methods for trees are useful for extracting patterns of glycan tree structures. |
format | Text |
id | pubmed-3024861 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2010 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-30248612011-01-22 Integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures Zhao, Yang Hayashida, Morihiro Akutsu, Tatsuya BMC Bioinformatics Research BACKGROUND: A bisection-type algorithm for the grammar-based compression of tree-structured data has been proposed recently. In this framework, an elementary ordered-tree grammar (EOTG) and an elementary unordered-tree grammar (EUTG) were defined, and an approximation algorithm was proposed. RESULTS: In this paper, we propose an integer programming-based method that finds the minimum context-free grammar (CFG) for a given string under the condition that at most two symbols appear on the right-hand side of each production rule. Next, we extend this method to find the minimum EOTG and EUTG grammars for given ordered and unordered trees, respectively. Then, we conduct computational experiments for the ordered and unordered artificial trees. Finally, we apply our methods to pattern extraction of glycan tree structures. CONCLUSIONS: We propose integer programming-based methods that find the minimum CFG, EOTG, and EUTG for given strings, ordered and unordered trees. Our proposed methods for trees are useful for extracting patterns of glycan tree structures. BioMed Central 2010-12-14 /pmc/articles/PMC3024861/ /pubmed/21172054 http://dx.doi.org/10.1186/1471-2105-11-S11-S4 Text en Copyright ©2010 Akutsu et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Zhao, Yang Hayashida, Morihiro Akutsu, Tatsuya Integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures |
title | Integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures |
title_full | Integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures |
title_fullStr | Integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures |
title_full_unstemmed | Integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures |
title_short | Integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures |
title_sort | integer programming-based method for grammar-based tree compression and its application to pattern extraction of glycan tree structures |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3024861/ https://www.ncbi.nlm.nih.gov/pubmed/21172054 http://dx.doi.org/10.1186/1471-2105-11-S11-S4 |
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