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Exponential Random Graph Models for Social Networks Theory Methods and Applications 1st Edition by Dean Lusher, Johan Koskinen, Garry Robins 113984749X 9781139847490

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ISBN 10: 113984749X 

ISBN 13: 9781139847490

Author: Dean Lusher, Johan Koskinen, Garry Robins

Exponential random graph models (ERGMs) are increasingly applied to observed network data and are central to understanding social structure and network processes. The chapters in this edited volume provide a self-contained, exhaustive account of the theoretical and methodological underpinnings of ERGMs, including models for univariate, multivariate, bipartite, longitudinal and social-influence type ERGMs. Each method is applied in individual case studies illustrating how social science theories may be examined empirically using ERGMs. The authors supply the reader with sufficient detail to specify ERGMs, fit them to data with any of the available software packages and interpret the results.

Table of contents:

  1. What are exponential random graph models

  2. The formation of social network structure

  3. A simplified account of ERGM as a statistical model

  4. An example of ERGM analysis

  5. Exponential random graph model fundamentals

  6. Dependence graphs and sufficient statistics

  7. Social selection, dyadic covariates and geospatial effects

  8. Autologistic actor attribute models

  9. ERGM extensions: models for multiple networks and bipartite networks

  10. Longitudinal models

  11. Simulation, estimation and goodness of fit

  12. Illustrations: simulation, estimation and goodness of fit

  13. Personal attitudes, perceived attitudes and social structures: a social selection model

  14. How to close a hole: exploring alternative closure mechanisms in inter-organizational networks

  15. Interdependencies between working relations: multivariate ERGMs for advice and satisfaction

  16. Brain, brawn or optimism? The structure and correlates of emergent military leadership

  17. An ALAAM analysis of unemployment: the dual importance of who you know and where you live

  18. Longitudinal changes in face-to-face and text message-mediated friendship networks

  19. The differential impact of directors’ social and financial capital on corporate interlock formation

  20. Comparing networks: a structural correspondence between behavioural and recall networks

  21. Modelling social networks: next steps

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Tags: Dean Lusher, Johan Koskinen, Garry Robins, Exponential