Academic Journal

Online Discourse and Network Structures of Yuseong-gu Public Libraries: Big-Data Text Mining and Topic Modeling for Evidence-Based Policy Design.

Λεπτομέρειες βιβλιογραφικής εγγραφής
Τίτλος: Online Discourse and Network Structures of Yuseong-gu Public Libraries: Big-Data Text Mining and Topic Modeling for Evidence-Based Policy Design.
Συγγραφείς: Kang, Jihei1, Chang, Inho2 hoinchang@gmail.com, Noh, Younghee3 irs4u@kku.ac.kr, Ro, Ji-Yoon4 jyro@gwangju.ac.kr, Shin, Youngji5 yjishin@deu.ac.kr
Πηγή: International Journal of Knowledge Content Development & Technology. Jun2026, Vol. 16 Issue 2, p45-78. 34p.
Θεματικοί όροι: *Evidence-based policy, Public libraries, Online chat, Communication network analysis, Community involvement, Text mining, Thematic analysis, Digital inclusion
Περίληψη: This study investigates how digital discourse surrounding Yuseong-gu public libraries is structured and how it informs evidence-based policy architecture. Online text data were collected from major Korean portals (Naver and Daum) between July 2022 and June 2025 using "Yuseong-gu public libraries" as the core search query. The corpus was analyzed using text mining, keyword network analysis, and latent Dirichlet allocation (LDA) topic modeling. Word frequency and TF-IDF results indicate that place-anchored identifiers (e.g., Yuseong-gu, Daejeon) and culture-related vocabulary constitute the discourse backbone, while managerial and operational terms such as integration, support, and homepage signal demand for coordinated governance and enhanced digital accessibility. N-gram analysis further emphasizes the demand for an integrated information and participation portal, most clearly reflected in the recurrent sequence "Yuseong-gu-integrated-library-homepage." Network analysis reveals a high-density structure with a short average path length, confirming strong thematic interconnectedness; the node "library" functions as the primary hub and is directly linked to "culture," indicating the library's discursive positioning as a cultural platform. The findings support strategic policy directions, including a hub-satellite spatial system embedded across neighborhood life zones, cross-sectional programming integrating education, culture, and community participation, a mobile-first integrated digital portal, and institutionalized partnerships with schools and local cultural institutions. [ABSTRACT FROM AUTHOR]
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Βάση Δεδομένων: Business Source Index
Περιγραφή
ISSN:22340068
DOI:10.5865/IJKCT.2026.16.2.045