CoxFlexBoost: Boosting Flexible Cox Models (with Time-Varying Effects)

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Likelihood-based boosting approach to fit flexible, structured survival models with component-wise linear or P-spline base-learners. Variable selection and model choice are built in features.

Author
Benjamin Hofner
Date of publication
None
Maintainer
Benjamin Hofner <benjamin.hofner@imbe.med.uni-erlangen.de>
License
GPL-2
Version
0.7-0

View on R-Forge

Man pages

bbs
P-Spline Base-Learner for CoxFlexBoost
bols
Linear Base-Learner for CoxFlexBoost
boost_control
Specify Controls for the Boosting Algorithm
cfboost
Likelihood Based Boosting for Flexible, Structured Survival...
CoxFlexBoost-package
CoxFlexBoost: Boosting Flexible Cox Models (with Time-Varying...
crossvalidation
Cross-Validation
freq.sel
Extracts the Frequency of Selection for Base-Learners
methods
(Generic) Functions for cfboost Objects
mstop
Function to Extract (Optimal) Stopping Iteration
predict.cfboost
Predictions (for New Observations)
risk
Methods to Extract and Plot the (Minimal) Risk
rSurvTime
Simulate Arbitrary Survival Times

Files in this package

CoxFlexBoost
CoxFlexBoost/R
CoxFlexBoost/R/risk.R
CoxFlexBoost/R/bols.R
CoxFlexBoost/R/integr_fisher.R
CoxFlexBoost/R/rSurvTime.R
CoxFlexBoost/R/methods.R
CoxFlexBoost/R/helpers.R
CoxFlexBoost/R/bbs.R
CoxFlexBoost/R/cfboost.R
CoxFlexBoost/R/PMLE.R
CoxFlexBoost/R/mstop.R
CoxFlexBoost/R/integr.R
CoxFlexBoost/R/crossvalidation.R
CoxFlexBoost/R/integr_score.R
CoxFlexBoost/NAMESPACE
CoxFlexBoost/inst
CoxFlexBoost/inst/CHANGES
CoxFlexBoost/DESCRIPTION
CoxFlexBoost/man
CoxFlexBoost/man/boost_control.Rd
CoxFlexBoost/man/cfboost.Rd
CoxFlexBoost/man/rSurvTime.Rd
CoxFlexBoost/man/crossvalidation.Rd
CoxFlexBoost/man/risk.Rd
CoxFlexBoost/man/predict.cfboost.Rd
CoxFlexBoost/man/bols.Rd
CoxFlexBoost/man/CoxFlexBoost-package.Rd
CoxFlexBoost/man/mstop.Rd
CoxFlexBoost/man/methods.Rd
CoxFlexBoost/man/bbs.Rd
CoxFlexBoost/man/freq.sel.Rd