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Анализ сетей типа «малый мир» и безмасштабных сетей×Стохастическая блочная модель×
ОбластьСетевой анализСетевой анализ
СемействоProcess / pipelineProcess / pipeline
Год появления1998 (small-world); 1999 (scale-free)1983
Автор метода
ТипDescriptive / exploratory network analysisProbabilistic generative graph model
Основополагающий источникWatts, D.J. & Strogatz, S.H. (1998). Collective Dynamics of 'Small-World' Networks. Nature, 393(6684), 440-442. DOI ↗Holland, P.W., Laskey, K.B. & Leinhardt, S. (1983). Stochastic Blockmodels: First Steps. Social Networks, 5(2), 109-137. DOI ↗
Другие названияKüçük Dünya ve Ölçek-Bağımsız Ağ Analizi, small-world network, scale-free network, preferential attachment analysisSBM, degree-corrected SBM, DCSBM, Stokastik Blok Modeli (SBM)
Связанные97
СводкаSmall-world and scale-free network analysis tests whether a real-world network exhibits two landmark topological signatures identified in 1998-1999: the Watts-Strogatz small-world property (high local clustering combined with short average path lengths) and the Barabási-Albert scale-free property (a degree distribution that follows a power law, meaning a small number of hubs connect to a disproportionately large share of other nodes). Together these frameworks transformed network science by showing that many social, biological, and technological networks share a common structural grammar.The Stochastic Block Model (SBM), introduced by Holland, Laskey and Leinhardt (1983), is a probabilistic generative model for graphs that assigns nodes to latent blocks and parametrically estimates the connection probabilities between blocks. It is the foundational approach for community detection, core-periphery identification, and hierarchical structure discovery in network analysis.
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  2. 2 Источники
  3. PUBLISHED
  1. v1
  2. 2 Источники
  3. PUBLISHED

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ScholarGateСравнение методов: Small-World and Scale-Free Network Analysis · Stochastic Block Model. Получено 2026-06-18 из https://scholargate.app/ru/compare