CIRCA

Usage

This repository contains a Dockerfile to describe the necessary steps to setup the environment. To install this project as a package with pip, R package pcalg has to be installed manually.

Simulation Data Generation

python -m circa.experiment generate

Simulation Study

# Explore parameter combinations
python -m circa.experiment --max-workers 16 --model-params params-sim-tune.json tune
# Explore all the datasets with pre-defined parameters
python -m circa.experiment --model-params params-sim-run.json run
# Robustness evaluation
python -m circa.experiment robustness

Execute Rscript img/draw.sim.R to produce summaries under img/output.

• params-sim-run.json is created according to img/output/best-sim-tuning.tex
• To create parameter template, execute the following command

python -m circa.experiment params > default.json