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Network Autocorrelation Model×Stochastic Actor-Oriented Model×
OdborSociologySociology
RodinaRegression modelMachine learning
Rok vzniku1980 (spatial/network models); 2002 (weight matrix)2001
TvorcaPatrick Doreian; Roger Leenders (weight-matrix synthesis)Tom A. B. Snijders
TypRegression with an autoregressive term on a network weight matrixContinuous-time model for longitudinal network and behavior dynamics
Pôvodný zdrojLeenders, R. Th. A. J. (2002). Modeling social influence through network autocorrelation: Constructing the weight matrix. Social Networks, 24(1), 21–47. DOI ↗Snijders, T. A. B. (2001). The statistical evaluation of social network dynamics. Sociological Methodology, 31(1), 361–395. DOI ↗
Ďalšie názvynetwork effects model, social influence model, network disturbances model, autoregressive network modelSAOM, actor-based model, stochastic actor-based model, SIENA model
Príbuzné44
ZhrnutieThe network autocorrelation model adapts spatial-econometric regression to social networks to estimate peer influence: it explains an actor's outcome — an attitude, behavior, or performance — as a function of their own covariates plus a weighted average of their network partners' outcomes. The autocorrelation parameter ρ captures the strength of social influence, and the network weight matrix W encodes who influences whom and how strongly.The stochastic actor-oriented model (SAOM), implemented in the SIENA software, is a framework for analyzing the dynamics of social networks observed at two or more time points. It treats observed network panels as snapshots of an unobserved continuous-time process in which actors, at stochastically timed moments, evaluate their local network and decide whether to create, maintain, or drop a tie so as to improve their position according to an objective function.
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ScholarGatePorovnať metódy: Network Autocorrelation Model · Stochastic Actor-Oriented Model. Získané 2026-06-24 z https://scholargate.app/sk/compare