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Understanding Themes in Postsecondary Research Using Topic Modeling and Journal Abstracts

Bibliographic Data

ID21752152
AuthorsMio Takei (Rakuten (Japan)), Stephen R Porter (0000-0002-5474-5126, North Carolina State University, corresponding author), Paul D Umbach (North Carolina State University), Junji Nakano (The Institute of Statistical Mathematics)
Year2024
Volume65
Issue3
Pages510-551
Publication date2024-05-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueResearch in Higher Education (JOURNAL)
Journal identifiersISSN: 1573-188X • E-ISSN: 0361-0365
PublisherSpringer Science and Business Media LLC (PUBLISHER)
DOI10.1007/s11162-023-09761-8
OpenAlexW4388476059
LanguageEN
Citations received2
References cited37

Educational research · Higher education · Library science · Mathematics education · Political science · Sociology · Computational and Text Analysis Methods · Computer Science · Data Analysis with R · Psychology · scientometrics and bibliometrics research

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  • Finding scientific topics

    Open Access•Thomas L Griffiths, Mark Steyvers•Proceedings of the National…•2004

  • A density-based method for adaptive LDA model selection

    Open Access•Juan Cao, Tian Xia et al.•Neurocomputing•2009

  • On Finding the Natural Number of Topics with Latent Dirichlet Allocation

    R Arun, V Suresh et al.•Advances in Knowledge Discovery…•2010

  • The characteristics of subject matter in different academic areas.

    Anthony Biglan•Journal of Applied Psychology•1973

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    Open Access•Marek Kwiek•Higher Education•2021

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    Open Access•Keisuke Okamura•Quantitative Science Studies•2022

  • Text as Data

    Matthew Gentzkow, Bryan Kelly et al.•Journal of Economic Literature•2019

  • Race without Racism

    Shaun R Harper•Review of higher education/ The…•2012

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    Open Access•Gary E Hollibaugh•Journal of Public Administration…•2019

  • Journal of higher education

    Open Access•Margaret Peil•International Journal of…•1996

  • Status of Journals in the Field of Higher Education

    Nathaniel J Bray, Claire Howell Major•The Journal of Higher Education•2011

  • Higher Education Journals' Discourse about Adult Undergraduate Students

    Joe F Donaldson, Barbara K Townsend•The Journal of Higher Education•2007

  • Higher Education Literature

    John M Budd•The Journal of Higher Education•1990

  • Structural Characteristics and Citation Rates of Education Journals

    John C Smart, Charles F Elton•American Educational Research…•1981

  • Text as Data

    Open Access•Justin Grimmer, Brandon M Stewart et al.•Political Analysis•2013

  • Studies in Higher Education1976-2013

    A Calma, Martin Davies•Studies in Higher Education•2015

Unique citing works2
Citations per year2
Citation span2025 - 2026 (2)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 2

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