fitCyclopsSimulation

A simulated Cyclops dataset generated via <code>simulateCyclopsData</code>

Logical: use Cyclops or a standard routine

useCyclops

String: Fitted regression model type

model

Logical: report coverage statistics

coverage

Logical: include regularized regression penalty in computing profile likelihood based confidence intervals

includePenalty

<code>fitCyclopsSimulation</code> 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.

This model fitting tool incorporates cyclic coordinate descent and
majorization-minimization approaches to fit a variety of regression models
found in large-scale observational healthcare data. Implementations focus
on computational optimization and fine-scale parallelization to yield
efficient inference in massive datasets. Please see:
Suchard, Simpson, Zorych, Ryan and Madigan (2013) <doi:10.1145/2414416.2414791>.

Marc A Suchard

Cyclops

fitCyclopsSimulation: Fit simulated data

Description

Usage

Arguments