fitCyclopsSimulation

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

Logical: use Cyclops or a standard routine

useCyclops

model

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.

fitCyclopsSimulation: Fit simulated data

Description

Usage

Arguments