A math-aware search engine for math question answering system

We propose a math-aware search engine that is capable of handling both textual keywords as well as mathematical expressions. Our math feature extraction and representation framework captures the semantics of math expressions via a Finite State Machine model. We adapt the passive aggressive onli...

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Main Authors: Chang, Kuiyu, Hui, Siu Cheung, Nguyen, Tam T.
Other Authors: School of Computer Engineering
Format: Conference or Workshop Item
Language:English
Published: 2013
Online Access:https://hdl.handle.net/10356/97960
http://hdl.handle.net/10220/12277
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-979602020-05-28T07:18:08Z A math-aware search engine for math question answering system Chang, Kuiyu Hui, Siu Cheung Nguyen, Tam T. School of Computer Engineering International conference on Information and knowledge management (21st : 2012 : Maui, USA) We propose a math-aware search engine that is capable of handling both textual keywords as well as mathematical expressions. Our math feature extraction and representation framework captures the semantics of math expressions via a Finite State Machine model. We adapt the passive aggressive online learning binary classifier as the ranking model. We benchmarked our approach against three classical information retrieval (IR) strategies on math documents crawled from Math Over ow, a well-known online math question answering system. Experimental results show that our proposed approach can perform better than other methods by more than 9%. 2013-07-25T07:37:53Z 2019-12-06T19:48:49Z 2013-07-25T07:37:53Z 2019-12-06T19:48:49Z 2012 2012 Conference Paper Nguyen, T. T., Chang, K., & Hui, S. C. (2012). A math-aware search engine for math question answering system. Proceedings of the 21st ACM international conference on Information and knowledge management. https://hdl.handle.net/10356/97960 http://hdl.handle.net/10220/12277 10.1145/2396761.2396854 en © 2012 ACM.
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
description We propose a math-aware search engine that is capable of handling both textual keywords as well as mathematical expressions. Our math feature extraction and representation framework captures the semantics of math expressions via a Finite State Machine model. We adapt the passive aggressive online learning binary classifier as the ranking model. We benchmarked our approach against three classical information retrieval (IR) strategies on math documents crawled from Math Over ow, a well-known online math question answering system. Experimental results show that our proposed approach can perform better than other methods by more than 9%.
author2 School of Computer Engineering
author_facet School of Computer Engineering
Chang, Kuiyu
Hui, Siu Cheung
Nguyen, Tam T.
format Conference or Workshop Item
author Chang, Kuiyu
Hui, Siu Cheung
Nguyen, Tam T.
spellingShingle Chang, Kuiyu
Hui, Siu Cheung
Nguyen, Tam T.
A math-aware search engine for math question answering system
author_sort Chang, Kuiyu
title A math-aware search engine for math question answering system
title_short A math-aware search engine for math question answering system
title_full A math-aware search engine for math question answering system
title_fullStr A math-aware search engine for math question answering system
title_full_unstemmed A math-aware search engine for math question answering system
title_sort math-aware search engine for math question answering system
publishDate 2013
url https://hdl.handle.net/10356/97960
http://hdl.handle.net/10220/12277
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