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Kaeding

Bayesian Analysis of Failure Time Data Using P-Splines

Medium: Buch
ISBN: 978-3-658-08392-2
Verlag: Springer
Erscheinungstermin: 12.01.2015
Lieferfrist: bis zu 10 Tage

Matthias Kaeding discusses Bayesian methods for analyzing discrete and continuous failure times where the effect of time and/or covariates is modeled via P-splines and additional basic function expansions, allowing the replacement of linear effects by more general functions. The MCMC methodology for these models is presented in a unified framework and applied on data sets. Among others, existing algorithms for the grouped Cox and the piecewise exponential model under interval censoring are combined with a data augmentation step for the applications. The author shows that the resulting Gibbs sampler works well for the grouped Cox and is merely adequate for the piecewise exponential model.


Produkteigenschaften


  • Artikelnummer: 9783658083922
  • Medium: Buch
  • ISBN: 978-3-658-08392-2
  • Verlag: Springer
  • Erscheinungstermin: 12.01.2015
  • Sprache(n): Englisch
  • Auflage: 2015
  • Serie: BestMasters
  • Produktform: Kartoniert, Paperback
  • Gewicht: 1657 g
  • Seiten: 110
  • Format (B x H x T): 148 x 210 x 7 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

Relative Risk
and Log-Location-Scale Family.- Bayesian P-Splines.- Discrete Time Models.- Continuous
Time Models.