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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Stefan cel Mare University of Suceava
2014-11-01
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Online Access: | http://dx.doi.org/10.4316/AECE.2014.04015 |
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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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1725527607864197120 |