Penalized spline smoothing in multivariable survival models with varying coefficients

Kauermann G (2005)
COMPUTATIONAL STATISTICS & DATA ANALYSIS 49(1): 169-186.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Abstract / Bemerkung
Penalized spline (P-spline) smoothing is discussed for hazard regression of multivariable survival data. Non-proportional hazard functions are fitted in a numerically handy manner by employing Poisson regression which results from numerical integration of the cumulative hazard function. Multivariate smoothing parameters are selected by utilizing the connection between P-spline smoothing and generalized linear mixed models. A hybrid routine is suggested which combines the mixed model idea with a classical Akaike information criteria. The model is evaluated with simulations and applied to data on the success and failure of newly founded companies. (C) 2004 Elsevier B.V. All rights reserved.
Stichworte
P-spline smoothing; generalized linear mixed model; survival model; varying coefficient model
Erscheinungsjahr
2005
Zeitschriftentitel
COMPUTATIONAL STATISTICS & DATA ANALYSIS
Band
49
Ausgabe
1
Seite(n)
169-186
ISSN
0167-9473
Page URI
https://pub.uni-bielefeld.de/record/1604760

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Kauermann G. Penalized spline smoothing in multivariable survival models with varying coefficients. COMPUTATIONAL STATISTICS & DATA ANALYSIS. 2005;49(1):169-186.
Kauermann, G. (2005). Penalized spline smoothing in multivariable survival models with varying coefficients. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 49(1), 169-186. doi:10.1016/j.csda.2004.05.006
Kauermann, G. (2005). Penalized spline smoothing in multivariable survival models with varying coefficients. COMPUTATIONAL STATISTICS & DATA ANALYSIS 49, 169-186.
Kauermann, G., 2005. Penalized spline smoothing in multivariable survival models with varying coefficients. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 49(1), p 169-186.
G. Kauermann, “Penalized spline smoothing in multivariable survival models with varying coefficients”, COMPUTATIONAL STATISTICS & DATA ANALYSIS, vol. 49, 2005, pp. 169-186.
Kauermann, G.: Penalized spline smoothing in multivariable survival models with varying coefficients. COMPUTATIONAL STATISTICS & DATA ANALYSIS. 49, 169-186 (2005).
Kauermann, Göran. “Penalized spline smoothing in multivariable survival models with varying coefficients”. COMPUTATIONAL STATISTICS & DATA ANALYSIS 49.1 (2005): 169-186.