TMLE Procedures for Estimating Cumulative Incidence

Functions for computing TMLEs for cumulative incidence via the methods of cause-specific hazards and the method of iterated means.

survtmle()

Compute Targeted Minimum Loss-Based Estimators in Survival Analysis Settings

timepoints()

Evaluate Results over Time Points of Interest

mean_tmle()

TMLE for G-Computation of Cumulative Incidence

hazard_tmle()

TMLE for Cause-Specific Hazard Functions

Estimation and Fluctuation Procedures for Computing TMLEs

Functions for computing TMLEs for cumulative incidence via the methods of cause-specific hazards and the method of iterated means.

estimateCensoring()

Estimate Censoring Mechanisms

estimateTreatment()

Estimate Treatment Mechanisms

estimateIteratedMean()

Estimation for the Method of Iterated Means

fluctuateIteratedMean()

Fluctuation for the Method of Iterated Means

estimateHazards()

Estimation for the Method of Cause-Specific Hazards

fluctuateHazards()

Fluctuation for the Method of Cause-Specific Hazards

getHazardInfluenceCurve()

Extract Influence Curve for Estimated Hazard Functions

Internal Package Utilities

Functions for internal convenience functions used by core functions.

grad()

Gradient for Logistic Regression

grad_offset()

Gradient for Logistic Regression with Offsets

LogLikelihood()

Log-Likelihood

LogLikelihood_offset()

Log-Likelihood Offset

makeDataList()

Convert Short Form Data to List of Wide Form Data

makeWideDataList()

Convert Long Form Data to List of Wide Form Data

updateVariables()

Update TMLEs for Hazard to Cumulative Incidence