Fuzzy Matching of Web Queries to Structured Data

Recognizing the alternative ways people use to reference an entity, is important for many Web applications that query structured data. In such applications, there is often a mismatch between how content creators describe entities and how different users try to retrieve them. In this paper, we consid...

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Main Authors: CHENG, Tao, LAUW, Hady W., PAPARIZOS, Stelios
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2010
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Online Access:https://ink.library.smu.edu.sg/sis_research/1503
https://ink.library.smu.edu.sg/context/sis_research/article/2502/viewcontent/FuzzyMatchingWebQ_ICDE_2010.pdf
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spelling sg-smu-ink.sis_research-25022018-04-30T07:26:26Z Fuzzy Matching of Web Queries to Structured Data CHENG, Tao LAUW, Hady W. PAPARIZOS, Stelios Recognizing the alternative ways people use to reference an entity, is important for many Web applications that query structured data. In such applications, there is often a mismatch between how content creators describe entities and how different users try to retrieve them. In this paper, we consider the problem of determining whether a candidate query approximately matches with an entity. We propose an off-line, data-driven, bottom-up approach that mines query logs for instances where Web content creators and Web users apply a variety of strings to refer to the same Web pages. This way, given a set of strings that reference entities, we generate an expanded set of equivalent strings for each entity. The proposed method is verified with experiments on real-life data sets showing that we can dramatically increase the queries that can be matched. 2010-03-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/1503 info:doi/10.1109/ICDE.2010.5447817 https://ink.library.smu.edu.sg/context/sis_research/article/2502/viewcontent/FuzzyMatchingWebQ_ICDE_2010.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Databases and Information Systems Numerical Analysis and Scientific Computing
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Databases and Information Systems
Numerical Analysis and Scientific Computing
spellingShingle Databases and Information Systems
Numerical Analysis and Scientific Computing
CHENG, Tao
LAUW, Hady W.
PAPARIZOS, Stelios
Fuzzy Matching of Web Queries to Structured Data
description Recognizing the alternative ways people use to reference an entity, is important for many Web applications that query structured data. In such applications, there is often a mismatch between how content creators describe entities and how different users try to retrieve them. In this paper, we consider the problem of determining whether a candidate query approximately matches with an entity. We propose an off-line, data-driven, bottom-up approach that mines query logs for instances where Web content creators and Web users apply a variety of strings to refer to the same Web pages. This way, given a set of strings that reference entities, we generate an expanded set of equivalent strings for each entity. The proposed method is verified with experiments on real-life data sets showing that we can dramatically increase the queries that can be matched.
format text
author CHENG, Tao
LAUW, Hady W.
PAPARIZOS, Stelios
author_facet CHENG, Tao
LAUW, Hady W.
PAPARIZOS, Stelios
author_sort CHENG, Tao
title Fuzzy Matching of Web Queries to Structured Data
title_short Fuzzy Matching of Web Queries to Structured Data
title_full Fuzzy Matching of Web Queries to Structured Data
title_fullStr Fuzzy Matching of Web Queries to Structured Data
title_full_unstemmed Fuzzy Matching of Web Queries to Structured Data
title_sort fuzzy matching of web queries to structured data
publisher Institutional Knowledge at Singapore Management University
publishDate 2010
url https://ink.library.smu.edu.sg/sis_research/1503
https://ink.library.smu.edu.sg/context/sis_research/article/2502/viewcontent/FuzzyMatchingWebQ_ICDE_2010.pdf
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