Survival Support Vector Analysis
cindex
Diffmatrix.
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
RegFitObj (regression approach)
Class RegFitObj (regression approach)
Class RegFitObj (regression approach)
Hybrid (hybrid approach)
RegFitObj (regression approach)
RegFitObj
Hybrid (hybrid approach)
Hybrid (hybrid approach)
Hybrid (hybrid approach)
Kernel
Kernel
Kernel
Hybrid (hybrid approach)
Hybrid (hybrid approach)
Hybrid (hybrid approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
RegFitObj
RegFitObj (regression approach)
RegFitObj
VB1FitObj (ranking approach)
Kernel
Kernel
Kernel
getLogrank
Kernel
Diffmatrix.
Kernel
Kernel
RegFitObj
RegFitObj (regression approach)
Class RegFitObj (regression approach)
VB1FitObj (ranking approach)
Class RegFitObj (regression approach)
RegFitObj (regression approach)
RegFitObj
Kernel
Diffmatrix.
Kernel
Kernel
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
survivalsvm (hybrid approach)
HybridObj (hybrid approach)
Kernel
Kernel
compute the Logrank
Diffmatrix
Diffmatrix
Diffmatrix
Suvirvalsvm predictions
Survivalsvm predictions
Survivalsvm predictions
Survivalsvm predictions
Survivalsvm predictions
print survivalsvm
print survivalsvm
print survivalsvm
print survivalsvm
print survivalsvm
print survivalsvm
survivalsvm (regression approach)
survivalsvm (regression approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
Class RegFitObj (regression approach)
Class RegFitObj (regression approach)
RegFitObj
RegFitObj (regression approach)
Hybrid (hybrid approach)
Class RegFitObj (regression approach)
RegFitObj
Hybrid (hybrid approach)
Hybrid (hybrid approach)
Hybrid (hybrid approach)
Kernel
Kernel
Kernel
Hybrid (hybrid approach)
Hybrid (hybrid approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
RegFitObj (regression approach)
Class RegFitObj (regression approach)
RegFitObj
VB1FitObj (ranking approach)
Kernel
Kernel
Kernel
Diffmatrix.
Kernel
Kernel
Kernel
Class RegFitObj (regression approach)
RegFitObj (regression approach)
RegFitObj
VB1FitObj (ranking approach)
RegFitObj (regression approach)
Class RegFitObj (regression approach)
RegFitObj
Class Kernel
Diffmatrix
Kernel
Class Kernel
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
VB1FitObj (ranking approach)
survivalsvm
survivalsvm (ranking approach)
survivalsvm (ranking approach)
survivalsvm (ranking approach)
survivalsvm (ranking approach)
Performs support vectors analysis for data sets with survival outcome. Three approaches are available in the package: The regression approach takes censoring into account when formulating the inequality constraints of the support vector problem. In the ranking approach, the inequality constraints set the objective to maximize the concordance index for comparable pairs of observations. The hybrid approach combines the regression and ranking constraints in the same model.