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Directed Two-Mode Network Analysis×Directed Community Detection×
분야네트워크 분석네트워크 분석
계열Machine learningMachine learning
기원 연도19972008
창시자Borgatti, S. P. & Everett, M. G.Leicht, E. A. & Newman, M. E. J.; Rosvall, M. & Bergstrom, C. T.
유형Structural network analysisGraph partitioning / modularity optimization
원전Wasserman, S. & Faust, K. (1994). Social Network Analysis: Methods and Applications (Ch. 8). Cambridge University Press. ISBN: 978-0-521-38707-1Leicht, E. A. & Newman, M. E. J. (2008). Community structure in directed networks. Physical Review Letters, 100(11), 118703. DOI ↗
별칭directed bipartite network analysis, asymmetric affiliation network analysis, directed actor-event network analysis, directed two-mode graph analysisdirected graph clustering, community detection in digraphs, directed modularity optimization, directed network partitioning
관련66
요약Directed two-mode network analysis studies bipartite graphs in which nodes belong to two distinct sets — such as actors and events, authors and papers, or firms and markets — and edges carry a direction, capturing asymmetric relationships like citation, referral, or endorsement. Combining the duality of two-mode structure with directed tie semantics reveals flow patterns and influence asymmetries that undirected or single-mode analyses would miss.Directed community detection identifies densely interconnected groups of nodes in a directed network, accounting for the asymmetry of edges (e.g., A follows B does not imply B follows A). Adapting modularity or flow-based criteria to directed graphs reveals clusters that undirected methods systematically miss, making it essential for citation networks, follower graphs, and biological regulatory pathways.
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