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خانوادهMachine learningMachine learning
سال پیدایش19972008
پدیدآورBorgatti, S. P. & Everett, M. G.Leicht, E. A. & Newman, M. E. J.
نوعStructural network analysisCommunity detection / graph partitioning
منبع بنیادینWasserman, 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 ↗
نام‌های دیگرdirected bipartite network analysis, asymmetric affiliation network analysis, directed actor-event network analysis, directed two-mode graph analysisdirected community detection via modularity, directed Q-modularity, digraph modularity optimization, Leicht-Newman modularity
مرتبط65
خلاصهDirected 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 modularity analysis extends the classic Newman-Girvan modularity framework to directed graphs, where edges carry a source and a destination. Formalized by Leicht and Newman in 2008, it partitions nodes into communities by maximizing a modularity score that accounts for each node's separate in-degree and out-degree in the null model, making it the standard approach for community detection in citation networks, information flows, and other asymmetric relational data.
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ScholarGateمقایسهٔ روش‌ها: Directed Two-Mode Network Analysis · Directed Modularity Analysis. بازیابی‌شده در 2026-06-15 از https://scholargate.app/fa/compare