Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study

With a plethora of research papers published all throughout the year, the task of measuring the research coverage of a paper has become ever-important. Different methods have been proposed for calculating coverage scores using the references and citations network of papers, based on coccurences tech...

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Main Authors: Sesagiri Raamkumar, Aravind, Foo, Schubert, Pang, Natalie
Other Authors: Wee Kim Wee School of Communication and Information
Format: Conference or Workshop Item
Language:English
Published: 2016
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Online Access:https://hdl.handle.net/10356/82239
http://hdl.handle.net/10220/39818
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-822392020-03-07T12:15:48Z Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study Sesagiri Raamkumar, Aravind Foo, Schubert Pang, Natalie Wee Kim Wee School of Communication and Information 10th International Conference on Digital Information Management (ICDIM 2015) Centre of Social Media Innovations for Communities (COSMIC) Author-specified keywords Case study Citation analysis Keywords-based coverage Research coverage With a plethora of research papers published all throughout the year, the task of measuring the research coverage of a paper has become ever-important. Different methods have been proposed for calculating coverage scores using the references and citations network of papers, based on coccurences techniques and graph ranking algorithms. In this paper, we propose two techniques for measuring coverage based on author-specified keywords in research papers. We evaluate these techniques with HITS-based coverage technique in a simple experiment using four paper-type inclusivity criteria. Results show that the proposed techniques perform better at providing higher scores for diverse, popular and recent papers while the HITS technique was better at identifying survey papers. The proposed techniques will be used in subsequent studies involving a task-based scientific paper recommender system. The theoretical and practical implications of this study are also been discussed in this paper. NRF (Natl Research Foundation, S’pore) Accepted version 2016-01-29T02:06:44Z 2019-12-06T14:51:31Z 2016-01-29T02:06:44Z 2019-12-06T14:51:31Z 2015-10-21 Conference Paper Aravind, S. R., Foo, S., & Pang, N. (2015). Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study. 10th International Conference on Digital Information Management (ICDIM 2015), 132-137. https://hdl.handle.net/10356/82239 http://hdl.handle.net/10220/39818 10.1109/ICDIM.2015.7381881 en © 2015 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: [http://dx.doi.org/10.1109/ICDIM.2015.7381881]. 6 p. application/pdf
institution Nanyang Technological University
building NTU Library
country Singapore
collection DR-NTU
language English
topic Author-specified keywords
Case study
Citation analysis
Keywords-based coverage
Research coverage
spellingShingle Author-specified keywords
Case study
Citation analysis
Keywords-based coverage
Research coverage
Sesagiri Raamkumar, Aravind
Foo, Schubert
Pang, Natalie
Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study
description With a plethora of research papers published all throughout the year, the task of measuring the research coverage of a paper has become ever-important. Different methods have been proposed for calculating coverage scores using the references and citations network of papers, based on coccurences techniques and graph ranking algorithms. In this paper, we propose two techniques for measuring coverage based on author-specified keywords in research papers. We evaluate these techniques with HITS-based coverage technique in a simple experiment using four paper-type inclusivity criteria. Results show that the proposed techniques perform better at providing higher scores for diverse, popular and recent papers while the HITS technique was better at identifying survey papers. The proposed techniques will be used in subsequent studies involving a task-based scientific paper recommender system. The theoretical and practical implications of this study are also been discussed in this paper.
author2 Wee Kim Wee School of Communication and Information
author_facet Wee Kim Wee School of Communication and Information
Sesagiri Raamkumar, Aravind
Foo, Schubert
Pang, Natalie
format Conference or Workshop Item
author Sesagiri Raamkumar, Aravind
Foo, Schubert
Pang, Natalie
author_sort Sesagiri Raamkumar, Aravind
title Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study
title_short Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study
title_full Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study
title_fullStr Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study
title_full_unstemmed Comparison of Techniques for Measuring Research Coverage of Scientific Papers: A Case Study
title_sort comparison of techniques for measuring research coverage of scientific papers: a case study
publishDate 2016
url https://hdl.handle.net/10356/82239
http://hdl.handle.net/10220/39818
_version_ 1681049191540850688