transform.hazards

Targets parameters that solve Ordinary Differential Equations (ODEs) driven by a vector of cumulative hazard functions. The package provides a method for estimating these parameters using an estimator defined by a corresponding Stochastic Differential Equation (SDE) system driven by cumulative hazard estimates. By providing cumulative hazard estimates as input, the package gives estimates of the parameter as output, along with pointwise (co)variances derived from an asymptotic expression. Examples of parameters that can be targeted in this way include the survival function, the restricted mean survival function, cumulative incidence functions, among others; see Ryalen, Stensrud, and Røysland (2018) doi:10.1093/biomet/asy035, and further applications in Stensrud, Røysland, and Ryalen (2019) doi:10.1111/biom.13102 and Ryalen et al. (2021) doi:10.1093/biostatistics/kxab009.

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