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Proceedings of the Institute for System Programming of the RAS, 2020, Volume 32, Issue 2, Pages 135–148
DOI: https://doi.org/10.15514/ISPRAS-2020-32(2)-11
(Mi tisp504)
 

Modification of Valiant's algorithm for the string-matching problem

Y. A. Susanina, A. N. Yaveyn, S. V. Grigorev

Saint Petersburg State University
References:
Abstract: The theory of formal languages and, particularly, context-free grammars has been extensively studied and applied in different areas. For example, several approaches to the recognition and classification problems in bioinformatics are based on searching the genomic subsequences possessing some specific features which can be described by a context-free grammar. Therefore, the string-matching problem can be reduced to parsing – verification if some subsequence can be derived in this grammar. Such field of application as bioinformatics requires working with a large amount of data, so it is necessary to improve the existing parsing techniques. The most asymptotically efficient parsing algorithm that can be applied to any context-free grammar is a matrix-based algorithm proposed by Valiant. This paper aims to present Valiant's algorithm modification, which main advantage is the possibility to divide the parsing table into successively computed layers of disjoint submatrices where each submatrix of the layer can be processed independently. Moreover, our approach is easily adapted for the string-matching problem. Our evaluation shows that the proposed modification retains all benefits of Valiant's algorithm, especially its high performance achieved by using fast matrix multiplication methods. Also, the modified version decreases a large amount of excessive computations and accelerates the substrings searching.
Keywords: parsing, context-free grammars, matrix operations.
Funding agency Grant number
Russian Science Foundation 18-11-00100
The research was supported by the Russian Science Foundation grant 18-11-00100 and a grant from JetBrains Research.
Document Type: Article
Language: Russian
Citation: Y. A. Susanina, A. N. Yaveyn, S. V. Grigorev, “Modification of Valiant's algorithm for the string-matching problem”, Proceedings of ISP RAS, 32:2 (2020), 135–148
Citation in format AMSBIB
\Bibitem{SusYavGri20}
\by Y.~A.~Susanina, A.~N.~Yaveyn, S.~V.~Grigorev
\paper Modification of Valiant's algorithm for the string-matching problem
\jour Proceedings of ISP RAS
\yr 2020
\vol 32
\issue 2
\pages 135--148
\mathnet{http://mi.mathnet.ru/tisp504}
\crossref{https://doi.org/10.15514/ISPRAS-2020-32(2)-11}
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