Journal
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY
Volume 178, Issue 1, Pages 147-166Publisher
OXFORD UNIV PRESS
DOI: 10.1111/rssa.12054
Keywords
Diffusion of innovations; Longitudinal analysis of network data; Method of moments; Proportional hazards; Stochastic actor-oriented models
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The evolution of a dynamic social network and the diffusion of an innovation are jointly modelled, dependent on one another, by using an extension of a stochastic actor-oriented model developed by Snijders, which is modified so that the adoption times follow a proportional hazards model. The asymptotic behaviour of the method-of-moments estimator is examined. The model is demonstrated on a data set involving the initiation of cannabis smoking among adolescents, and a simulation study is presented.
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