A Fast and Comprehensive Literature Search Tool for Information Systems Researchers
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | 38th International Conference on Information Systems (ICIS 2017) |
Subtitle of host publication | Transforming Society with Digital Innovation |
Publisher | Association for Information Systems |
Pages | 4210-4217 |
Volume | 6 |
ISBN (print) | 9781510853690 |
Publication status | Published - 12 Dec 2017 |
Conference
Title | 38th International Conference on Information Systems (ICIS 2017) |
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Location | COEX, Convention and Exhibition Center |
Place | Korea, Republic of |
City | Seoul |
Period | 10 - 13 December 2017 |
Link(s)
Abstract
In this study, we develop a fast and comprehensive literature search tool for IS community. We first propose a novel citation recommendation method, which produces a list of relevant references given the input of a long query. In our method, we introduce a new feature of aggregate likelihood being cited, which captures the wisdom of crowds in the reference lists of academic articles, in addition to the topical similarity. The method has achieved better efficiency and accuracy on a standard dataset compared with existing methods. Next, we construct a citation network within the three top IS journals (i.e., ISR, JMIS, and MISQ). Finally, we plan to implement the proposed method on ISTopic.org, an online platform for the exploration of research topics. To further evaluate the performance of the literature search tool, we plan to conduct a user study to compare the usability of our tool with existing literature search tools.
Research Area(s)
- Citation graph, Literature search, Topic model, Wisdom of crowds
Citation Format(s)
A Fast and Comprehensive Literature Search Tool for Information Systems Researchers. / Xu, Ruiyun; Chen, Hailiang; Zhao, J. Leon.
38th International Conference on Information Systems (ICIS 2017): Transforming Society with Digital Innovation. Vol. 6 Association for Information Systems, 2017. p. 4210-4217.
38th International Conference on Information Systems (ICIS 2017): Transforming Society with Digital Innovation. Vol. 6 Association for Information Systems, 2017. p. 4210-4217.
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review