This package provides implementation of pseudo-values for right-censored or interval-censored data using a fast (and very accurate) approximation. Both the pseudo-values for the survival function and for the Restricted Mean Survival Time (RMST) have been implemented. For right-censored observations the algorithms are based on the Kaplan-Meier estimator while for interval-censored data they are based on the piecewise constant hazard (PCH) model. The method is explained in details in my paper:
The package is available on github.
To install the package on R, first install the devtools library and type: install_github("obouaziz/FastPseudo") library(FastPseudo)
pchsurv
This package provides estimation of the hazard function for time to event data in the piecewise constant hazard model. It implements the adaptive
ridge procedure developed in my papers:
The package is available on github.
To install the package on R, first install the devtools library and type: install_github("obouaziz/pchsurv") library(pchsurv)
robusTest
This package implements corrected versions of two sample tests. Corrections for the Pearson, Kendall and Spearman correlation tests, the Mann-Whitney (Wilcoxon)
rank sum test, the Mann-Whitney (Wilcoxon) signed rank test and a variance test. The package also proposes a test for the median based on a kernel estimator and
a confidence interval for the median based on rank statistics.
All these tests are asymptotically calibrated meaning that the probability of rejection under the null hypothesis is asymptotically equal to 5%. The package also proposes a test for independence between two continuous variables of Kolmogorov-Smirnov's type. This test is exact. The paper that presents all the tests available in the robusTest package can be found here:
Other codes associated to my research publications can be found on my co-authors webpages.
You can visit the webpage of Vivien Goepp for the
hazreg and aspline packages. They implement the methods
developed in the papers:
Regularized bidimensional estimation of the hazard rate
Spline Regression with Automatic Knot Selection
The codes from the paper A penalized algorithm for event-specific rate models for recurrent events can be found here.
They were implemented by Agathe Guilloux.