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Model Graf Eksponensial Rawak Terarah×Stochastic Block Model×
BidangAnalisis RangkaianAnalisis Rangkaian
KeluargaMachine learningProcess / pipeline
Tahun asal1986 (foundations); 2007 (modern directed ERGM formulation)1983
PengasasFrank, O. & Strauss, D.; extended by Robins, Pattison, Kalish & Lusher
JenisStatistical generative model for directed networksProbabilistic generative graph model
Sumber perintisRobins, G., Pattison, P., Kalish, Y. & Lusher, D. (2007). An introduction to exponential random graph (p*) models for social networks. Social Networks, 29(2), 173-191. DOI ↗Holland, P.W., Laskey, K.B. & Leinhardt, S. (1983). Stochastic Blockmodels: First Steps. Social Networks, 5(2), 109-137. DOI ↗
AliasDirected ERGM, p-star model (directed), directed p* model, directed Markov graph modelSBM, degree-corrected SBM, DCSBM, Stokastik Blok Modeli (SBM)
Berkaitan47
RingkasanThe Directed Exponential Random Graph Model (Directed ERGM) is a family of statistical models for directed networks that estimates the probability of observing a given directed graph as a function of structural configurations — such as reciprocity, transitive triads, and in-degree centralization — and node or dyad covariates, enabling principled inference about the social processes that generate directed ties.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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  1. v1
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ScholarGateBandingkan kaedah: Directed Exponential Random Graph Model · Stochastic Block Model. Dicapai 2026-06-17 daripada https://scholargate.app/ms/compare