lglasso: identify networks from longitudinal data

In this vignette, we show how to use lglasso package to estimate one-stage/ two-stage network model from longitudinal data.

In section 1 and 2, we use simulated data to demonstrate how to use the two main function lglasso() and CVlglasso() respectively.

In section 3 and 4, we apply the model to a real antibody titer data from a large vaccine study.

Simulation

1. lglasso examples

2. CVlglasso examples

Real data

3.lglasso examples

4.CVlglasso examples