fitCyclopsSimulation: Fit simulated data
In Cyclops: Cyclic Coordinate Descent for Logistic, Poisson and Survival Analysis

fitCyclopsSimulation

R Documentation

Fit simulated data

Description

fitCyclopsSimulation fits simulated Cyclops data using Cyclops or a standard routine. This function is useful for simulation studies comparing the performance of Cyclops when considering large, sparse datasets.

Usage

fitCyclopsSimulation(
  sim,
  useCyclops = TRUE,
  model = "logistic",
  coverage = TRUE,
  includePenalty = FALSE,
  computeDevice = "native"
)

Arguments

`sim`	A simulated Cyclops dataset generated via `simulateCyclopsData`
`useCyclops`	Logical: use Cyclops or a standard routine
`model`	String: Fitted regression model type
`coverage`	Logical: report coverage statistics
`includePenalty`	Logical: include regularized regression penalty in computing profile likelihood based confidence intervals
`computeDevice`	String: Name of compute device to employ; defaults to `"native"` C++ on CPU