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On Constructing Seminal Paper Genealogy

Authors
Bae, Duck-HoHwang, Se-MiKim, Sang-WookFaloutsos, Christos
Issue Date
Jan-2014
Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Keywords
Paper genealogy construction; seminal paper finding
Citation
IEEE TRANSACTIONS ON CYBERNETICS, v.44, no.1, pp.54 - 65
Indexed
SCIE
SCOPUS
Journal Title
IEEE TRANSACTIONS ON CYBERNETICS
Volume
44
Number
1
Start Page
54
End Page
65
URI
https://scholarworks.bwise.kr/hanyang/handle/2021.sw.hanyang/160912
DOI
10.1109/TCYB.2013.2246565
ISSN
2168-2267
Abstract
Let us consider that someone is starting a research on a topic that is unfamiliar to them. Which seminal papers have influenced the topic the most? What is the genealogy of the seminal papers in this topic? These are the questions that they can raise, which we try to answer in this paper. First, we propose an algorithm that finds a set of seminal papers on a given topic. We also address the performance and scalability issues of this sophisticated algorithm. Next, we discuss the measures to decide how much a paper is influenced by another paper. Then, we propose an algorithm that constructs a genealogy of the seminal papers by using the influence measure and citation information. Finally, through extensive experiments with a large volume of a real-world academic literature data, we show the effectiveness and efficiency of our approach.
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