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Mapping the Intellectual Landscape of Digital Social Netw...
[Submitted on 12 Feb 2025 (v1), last revised 29 Jun 2026 (this v · 2025-02-12 · via cs.SI updates on arXiv.org

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Abstract:Network science is an interdisciplinary field that transcends traditional academic boundaries. However, a critical gap exists in understanding the epistemological fragmentation between empirical sociology and algorithmic science. This study addresses this by conducting a comparative bibliometric analysis of three leading journals: Social Networks, Network Science, and the Journal of Complex Networks. Beyond traditional mapping, our central contribution is the identification of 'topological bottlenecks'--seminal works that gatekeep interdisciplinary knowledge flow. We reveal a hierarchical 'scale-free' structure that, while ensuring theoretical continuity, may inadvertently stifle the development of new frameworks needed for modern algorithmic complexities.

Submission history

From: Pengjia Cui [view email]
[v1] Wed, 12 Feb 2025 05:52:10 UTC (5,351 KB)
[v2] Mon, 29 Jun 2026 07:56:34 UTC (4,875 KB)