Smooth Hazard Ratio Curves Taking a Reference Value.
Provides flexible hazard ratio curves allowing non-linear relationships between continuous predictors and survival. To better understand the effects that each continuous covariate has on the outcome, results are expressed in terms of hazard ratio curves, taking a specific covariate value as reference. Confidence bands for these curves are also derived.
If you want to use the release version of the smoothHR package, you can install the package from CRAN as follows:
install.packages(pkgs="smoothHR");If you want to use the development version of the smoothHR package, you can install the package from GitHub via the remotes package:
remotes::install_github(
repo="arturstat/smoothHR",
build=TRUE,
build_manual=TRUE
);Artur Araújo and Luís Meira-Machado lmachado@math.uminho.pt
Maintainer: Artur Araújo artur.stat@gmail.com
This research was financed by FEDER Funds through Programa Operacional Factores de Competitividade -- COMPETE; by Portuguese Funds through FCT -- Fundação para a Ciência e a Tecnologia, in the form of grants PTDC/MAT/104879/2008 and Est-C/MAT/UI0013/2011; and by the Spanish Ministry of Industry and Innovation, Grant MTM2011-28285-C02-01.
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Eilers, Paul H. and Marx, Brian D. (1996). Flexible smoothing with B-splines and penalties. Statistical Science, 11(2), 89-121. doi:10.1214/ss/1038425655
Hosmer, D. W. and Lemeshow, S. and May, S. (2008). Applied Survival Analysis: Regression Modeling of Time to Event Data: Second Edition, John Wiley and Sons Inc., New York, NY.
Hurvich, C. M. and Simonoff, J. S. and Tsai, Chih-Ling (1998). Smoothing parameter selection in nonparametric regression using an improved Akaike information criterion. JRSSB, 60(2), 271–293. doi:10.1111/1467-9868.00125
Meira-Machado, L. and Cadarso-Suárez, C. and Gude, F. and Araújo, A. (2013). smoothHR: An R Package for Pointwise Nonparametric Estimation of Hazard Ratio Curves of Continuous Predictors. Computational and Mathematical Methods in Medicine, 2013, 11 pages. doi:10.1155/2013/745742