Risk Assessment Examples
=========================

This section contains examples demonstrating various privacy risk assessment techniques using SACRO-ML.

Python Risk Examples
---------------------

Interactive Jupyter notebook examples for risk assessment:

.. toctree::
   :maxdepth: 1

   notebooks/membership_inference_cancer.ipynb
   notebooks/attribute_inference_cancer.ipynb
   notebooks/instance_based_mimic.ipynb

R Risk Examples
---------------

R-based examples for privacy risk assessment (requires R environment).

These examples are available in the repository at:

- **Attribute Inference OLS**: `examples/risk_examples/R/attribute_inference_ols.Rmd <https://github.com/AI-SDC/SACRO-ML/blob/main/examples/risk_examples/R/attribute_inference_ols.Rmd>`_
- **Membership Inference Solvency**: `examples/risk_examples/R/membership_inference_solvency.Rmd <https://github.com/AI-SDC/SACRO-ML/blob/main/examples/risk_examples/R/membership_inference_solvency.Rmd>`_

For more information about running R examples, see the `README <https://github.com/AI-SDC/SACRO-ML/blob/main/examples/risk_examples/R/README.md>`_ in the R examples directory.