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| Network Autocorrelation Model× | Stochastic Actor-Oriented Model× | |
|---|---|---|
| Odbor | Sociology | Sociology |
| Rodina≠ | Regression model | Machine learning |
| Rok vzniku≠ | 1980 (spatial/network models); 2002 (weight matrix) | 2001 |
| Tvorca≠ | Patrick Doreian; Roger Leenders (weight-matrix synthesis) | Tom A. B. Snijders |
| Typ≠ | Regression with an autoregressive term on a network weight matrix | Continuous-time model for longitudinal network and behavior dynamics |
| Pôvodný zdroj≠ | Leenders, 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 názvy | network effects model, social influence model, network disturbances model, autoregressive network model | SAOM, actor-based model, stochastic actor-based model, SIENA model |
| Príbuzné | 4 | 4 |
| Zhrnutie≠ | The 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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