000 02300 a2200253 4500
003 ISI Library, Kolkata
005 20240910111004.0
008 211223b ||||| |||| 00| 0 eng d
020 _a9781316610855
040 _aISI Library
_bEnglish
082 0 4 _223
_a302.40727
_bC891
100 1 _aCranmer, Skyler J.
_eauthor
245 1 0 _aInferential network analysis/
_cSkyler J. Cranmer, Bruce A. Desmarais and Jason W. Morgan
260 _aUnited Kingdom:
_bCUP,
_c2021
300 _axxiii, 291 pages,
_c22.5 cm.
490 0 _aAnalytical Methods for Social Research
504 _aIncludes bibliographical references and index
505 0 _aPart I Dependence and interdependence -- 1. Promises and pitfalls of inferential network analysis -- 2. Detecting and adjusting for network dependencies -- Part II The Family of exponential random graph models (ERGMS) -- 3. The Basic ERGM -- ERGM specification -- 5. Estimation and degeneracy -- 6. ERG type models for longitudinally observed networks -- 7. Valued-Edge ERGMs: the generalised ERGM (GERGM) -- Part III Latent space network models -- 8. The Basic latent space model -- 9. Identification estimation and interpretation of the latent space model -- 10. Extending the latent space model
520 _aThis unique textbook provides an introduction to statistical inference with network data. The authors present a self-contained derivation and mathematical formulation of methods, review examples, and real-world applications, as well as provide data and code in the R environment that can be customised. Inferential network analysis transcends fields, and examples from across the social sciences are discussed (from management to electoral politics), which can be adapted and applied to a panorama of research. From scholars to undergraduates, spanning the social, mathematical, computational and physical sciences, readers will be introduced to inferential network models and their extensions. The exponential random graph model and latent space network model are paid particular attention and, fundamentally, the reader is given the tools to independently conduct their own analyses.
650 5 _aNetwork Analysis
_xSocial Science
700 1 _aDesmarais, Bruce A.
_eauthor
700 1 _aMorgan, Jason
_eauthor
942 _2ddc
_cBK
999 _c428312
_d428312