Mathematical Formula Search using Natural Language Queries

This paper presents how to search mathematical formulae written in MathML when given plain words as a query. Since the proposed method allows natural language queries like the traditional Information Retrieval for the mathematical formula search, users do not need to enter any complicated math sy...

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Main Authors: YANG, S., KO, Y.
Format: Article
Language:English
Published: Stefan cel Mare University of Suceava 2014-11-01
Series:Advances in Electrical and Computer Engineering
Subjects:
Online Access:http://dx.doi.org/10.4316/AECE.2014.04015
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spelling doaj-1638cb1cfeed43a98ee9650e02f07a332020-11-24T23:34:48ZengStefan cel Mare University of SuceavaAdvances in Electrical and Computer Engineering1582-74451844-76002014-11-011449910410.4316/AECE.2014.04015Mathematical Formula Search using Natural Language QueriesYANG, S.KO, Y. This paper presents how to search mathematical formulae written in MathML when given plain words as a query. Since the proposed method allows natural language queries like the traditional Information Retrieval for the mathematical formula search, users do not need to enter any complicated math symbols and to use any formula input tool. For this, formula data is converted into plain texts, and features are extracted from the converted texts. In our experiments, we achieve an outstanding performance, a MRR of 0.659. In addition, we introduce how to utilize formula classification for formula search. By using class information, we finally achieve an improved performance, a MRR of 0.690.http://dx.doi.org/10.4316/AECE.2014.04015information retrievalformula searchMathMLnatural language queryclassification
collection DOAJ
language English
format Article
sources DOAJ
author YANG, S.
KO, Y.
spellingShingle YANG, S.
KO, Y.
Mathematical Formula Search using Natural Language Queries
Advances in Electrical and Computer Engineering
information retrieval
formula search
MathML
natural language query
classification
author_facet YANG, S.
KO, Y.
author_sort YANG, S.
title Mathematical Formula Search using Natural Language Queries
title_short Mathematical Formula Search using Natural Language Queries
title_full Mathematical Formula Search using Natural Language Queries
title_fullStr Mathematical Formula Search using Natural Language Queries
title_full_unstemmed Mathematical Formula Search using Natural Language Queries
title_sort mathematical formula search using natural language queries
publisher Stefan cel Mare University of Suceava
series Advances in Electrical and Computer Engineering
issn 1582-7445
1844-7600
publishDate 2014-11-01
description This paper presents how to search mathematical formulae written in MathML when given plain words as a query. Since the proposed method allows natural language queries like the traditional Information Retrieval for the mathematical formula search, users do not need to enter any complicated math symbols and to use any formula input tool. For this, formula data is converted into plain texts, and features are extracted from the converted texts. In our experiments, we achieve an outstanding performance, a MRR of 0.659. In addition, we introduce how to utilize formula classification for formula search. By using class information, we finally achieve an improved performance, a MRR of 0.690.
topic information retrieval
formula search
MathML
natural language query
classification
url http://dx.doi.org/10.4316/AECE.2014.04015
work_keys_str_mv AT yangs mathematicalformulasearchusingnaturallanguagequeries
AT koy mathematicalformulasearchusingnaturallanguagequeries
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