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Latent Space Network Model×Stochastic Actor-Oriented Model×
FagområdeSociologySociology
FamilieMachine learningMachine learning
Oprindelsesår20022001
OphavspersonPeter Hoff, Adrian Raftery & Mark HandcockTom A. B. Snijders
TypeLatent-variable model placing actors in an unobserved social spaceContinuous-time model for longitudinal network and behavior dynamics
Oprindelig kildeHoff, P. D., Raftery, A. E., & Handcock, M. S. (2002). Latent space approaches to social network analysis. Journal of the American Statistical Association, 97(460), 1090–1098. DOI ↗Snijders, T. A. B. (2001). The statistical evaluation of social network dynamics. Sociological Methodology, 31(1), 361–395. DOI ↗
Aliasserlatent space model, latent position model, LSM, latent distance modelSAOM, actor-based model, stochastic actor-based model, SIENA model
Relaterede44
ResuméThe latent space network model represents each actor as a point in an unobserved low-dimensional 'social space' and makes the probability of a tie between two actors a decreasing function of the distance between their points. Introduced by Peter Hoff, Adrian Raftery, and Mark Handcock in 2002, it gives social networks a geometric interpretation in which proximity captures unobserved similarity, and it automatically reproduces transitivity and homophily through the geometry.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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ScholarGateSammenlign metoder: Latent Space Network Model · Stochastic Actor-Oriented Model. Hentet 2026-06-24 fra https://scholargate.app/da/compare