Exploring the leading authors and journals in major topics by citation sentences and topic modeling

Ha Jin Kim, Juyoung An, Yoo Kyung Jeong, Min Song

Research output: Contribution to journalConference article

3 Citations (Scopus)

Abstract

Citation plays an important role in understanding the knowledge sharing among scholars. Citation sentences embed useful contents that signify the influence of cited authors on shared ideas, and express own opinion of citing authors to others' articles. The purpose of the study is to provide a new lens to analyze the topical relationship embedded in the citation sentences in an integrated manner. To this end, we extract citation sentences from full-text articles in the field of Oncology. In addition, we adopt Author-Journal-Topic (AJT) model to take both authors and journals into consideration of topic analysis. For the study, we collect the 6,360 full-text articles from PubMed Central and select the top 15 journals on Oncology. By applying AJT model, we identify what the major topics are shared among researchers in Oncology and which authors and journal lead the idea exchange in sub-disciplines of Oncology.

Original languageEnglish
Pages (from-to)42-50
Number of pages9
JournalCEUR Workshop Proceedings
Volume1610
Publication statusPublished - 2016 Jan 1

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Oncology
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All Science Journal Classification (ASJC) codes

  • Computer Science(all)

Cite this

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abstract = "Citation plays an important role in understanding the knowledge sharing among scholars. Citation sentences embed useful contents that signify the influence of cited authors on shared ideas, and express own opinion of citing authors to others' articles. The purpose of the study is to provide a new lens to analyze the topical relationship embedded in the citation sentences in an integrated manner. To this end, we extract citation sentences from full-text articles in the field of Oncology. In addition, we adopt Author-Journal-Topic (AJT) model to take both authors and journals into consideration of topic analysis. For the study, we collect the 6,360 full-text articles from PubMed Central and select the top 15 journals on Oncology. By applying AJT model, we identify what the major topics are shared among researchers in Oncology and which authors and journal lead the idea exchange in sub-disciplines of Oncology.",
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Exploring the leading authors and journals in major topics by citation sentences and topic modeling. / Kim, Ha Jin; An, Juyoung; Jeong, Yoo Kyung; Song, Min.

In: CEUR Workshop Proceedings, Vol. 1610, 01.01.2016, p. 42-50.

Research output: Contribution to journalConference article

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