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Stochastic Actor-Oriented Model×Latent Space Network Model×
حوزهSociologySociology
خانوادهMachine learningMachine learning
سال پیدایش20012002
پدیدآورTom A. B. SnijdersPeter Hoff, Adrian Raftery & Mark Handcock
نوعContinuous-time model for longitudinal network and behavior dynamicsLatent-variable model placing actors in an unobserved social space
منبع بنیادینSnijders, T. A. B. (2001). The statistical evaluation of social network dynamics. Sociological Methodology, 31(1), 361–395. DOI ↗Hoff, 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 ↗
نام‌های دیگرSAOM, actor-based model, stochastic actor-based model, SIENA modellatent space model, latent position model, LSM, latent distance model
مرتبط44
خلاصهThe 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.The 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.
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ScholarGateمقایسهٔ روش‌ها: Stochastic Actor-Oriented Model · Latent Space Network Model. بازیابی‌شده در 2026-06-24 از https://scholargate.app/fa/compare