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...
Saved in:
Main Authors: | , , |
---|---|
Other Authors: | |
Format: | Conference or Workshop Item |
Language: | English |
Published: |
2016
|
Subjects: | |
Online Access: | https://hdl.handle.net/10356/82239 http://hdl.handle.net/10220/39818 |
Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Institution: | Nanyang Technological University |
Language: | English |
id |
sg-ntu-dr.10356-82239 |
---|---|
record_format |
dspace |
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 |