Exponential random graph models for social networks : theories, methods, and applications /
"Exponential random graph models (ERGMs) are a class of statistical models for social networks. They account for the presence (and absence) of network ties and so provide a model for network structure. An ERGM models a given network in terms of small local tie-based structures, such as reciproc...
Other Authors: | , , |
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Format: | Book |
Language: | English |
Published: |
Cambridge ; New York :
Cambridge University Press,
2013
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Series: | Structural analysis in the social sciences ;
35 Structural analysis in the social sciences 35 |
Subjects: |
Table of Contents:
- 1 Introduction / Dean Lusher, Johan Koskinen and Garry Robins
- 2, What are exponential random graph models / Garry Robins and Dean Lusher
- 3, The formation of social network structure / Dean Lusher and Garry Robins
- 4. Simplified account of exponential random graph model as a statistical model / Garry Robins and Dean Lusher
- 5, Example of exponential random graph model analysis / Dean Lusher and Garry Robins
- 6. Exponential random graph model fundamentals / Johan Koskinene and Galina Daragonova
- 7. Dependence graphs and sufficient statistics / Johan Koskinen and Galina Daragonova
- 8. Social selection, dyadic covariates, and geospatial effects / Garry Robins and Galina Daragonova
- 9. Autologistic actor attribute models / Galina Daragonova and Garry Robins
- 10. Exponential random graph model extensions: models for multiple networks and bipartite networks / Peng Wang
- 11. 10. Longitudinal models / Tom Snijders and Johan Koskinen
- g12. Simulation, estimation, and goodness of fit / Johan Koskinen and Tom Snijders
- 13. Illustrations: simulation, estimation and goodness of fit / Garry Robins and Dean Lusher
- 14. Personal attitudes, perceived attitudes, and social structures: a social selection model / Dean Lusher and Garry Robins
- 15. How to close a hole: exploring alternative closure mechanisms in interorganizational networks / Alessandro Lomi and Francesca Pallotti
- 16. Interdependencies between working relations: multivariate ERGMs for advice and satisfaction / Yu Zhao and Olaf Rank
- 16. Brain, brawn, or optimism?: structure and correlates of emergent military leadership / Yuval Kalish and Gil Luria
- 18. Autologistic actor attribute model analysis of unemployment: dual importance of who you know and where you live / Galina Daragonova and Pip Pattison
- 19. Longitudinal changes in face-to-face and text message-mediated friendship networks / Tasuku Igarashi
- 20. Differential impact of directors' social and financial capital on corporate interlock formation / Nicholas Harrigan and Matthew Bond
- 21. Comparing networks: a structural correspondence between behavioural and recall networks / Eric Quintane
- 22. Modeling social networks: next steps / Pip Pattison and Tom Snijders.
- Machine generated contents note: Introduction Dean Lusher, Johan Koskinen and Garry Robins; 1. What are exponential random graph models Garry Robins and Dean Lusher; 2. The formation of social network structure Dean Lusher and Garry Robins; 3. A simplified account of ERGM as a statistical model Garry Robins and Dean Lusher; 4. An example of ERGM analysis Dean Lusher and Garry Robins; 5. Exponential random graph model fundamentals Johan Koskinene and Galina Daragonova; 6. Dependence graphs and sufficient statistics Johan Koskinen and Galina Daragonova; 7. Social selection, dyadic covariates and geospatial effects Garry Robins and Galina Daragonova; 8. Autologistic actor attribute models Galina Daragonova and Garry Robins; 9. ERGM extensions: models for multiple networks and bipartite networks Peng Wang; 10. Longitudinal models Tom Snijders and Johan Koskinen; 11. Simulation, estimation and goodness of fit Johan Koskinen and Tom Snijders; 12. Illustrations: simulation, estimation and goodness of fit Garry Robins and Dean Lusher; 13. Personal attitudes, perceived attitudes and social structures: a social selection model Dean Lusher and Garry Robins; 14. How to close a hole: exploring alternative closure mechanisms in inter-organizational networks Alessandro Lomi and Francesca Pallotti; 15. Interdependencies between working relations: multivariate ERGMs for advice and satisfaction Yu Zhao and Olaf Rank; 16. Brain, brawn or optimism? The structure and correlates of emergent military leadership Yuval Kalish and Gil Luria; 17. An ALAAM analysis of unemployment: the dual importance of who you know and where you live Galina Daragonova and Philippa Pattison; 18. Longitudinal changes in face-to-face and text message-mediated friendship networks Tasuku Igarashi; 19. The differential impact of directors' social and financial capital on corporate interlock formation Nicholas Harrigan and Matthew Bond; 20. Comparing networks: a structural correspondence between behavioural and recall networks Eric Quintane; 21. Modelling social networks: next steps Philippa Pattison and Tom Snijders