Skip to content

Latest commit

 

History

History
9 lines (6 loc) · 1.01 KB

README.md

File metadata and controls

9 lines (6 loc) · 1.01 KB

How to reproduce the results of the empirical example

Executing order File name Description of functionality
1 01_empircal_analysis.R Contains the code to perform the empirical analysis (Section 5 of the paper).
The stpes are as follows:
1. Load the data from the data folder.
2. Apply the algorithms to the data.
3. Plot a statistical network model (Gaussian graphical model) and PAGs.
2 02_stability_analysis.R Contains the code to perform the stability analysis on empirical data (Appendix I of the paper) using the following steps:
1. Generate 1000 data subsets.
2. Apply the algorithms to each subset.
3. Calculate the frequency of the estimated edge-endpoints.
4. Generate PAGs containing edge-endpoints that are consistently predicted (more than 70% of the time).

Note. Each script header contains a more detailed description of the step-by-step procedure.