Challenging the Performance-Interpretability Trade-off: An Evaluation of Interpretable Machine Learning Models
We provide a simple script to set up the Conda environment tailored to your operating system. To get started, ensure that Conda is installed on your system and that you have cloned this repository to your local machine.
Should you face any issues during the next setup, please ensure that you have the necessary permissions to execute the script. If needed, you can make the script executable by running:
chmod +x setup_environment.shTo set up the Conda environment, execute the following command in the root directory of this project:
./setup_environment.shThis command will detect your operating system and create a Conda environment with the necessary dependencies for your platform. For macOS users, this will set up an environment that is compatible with Apple Silicon. For Unix/Windows users, the script will include support for cudatoolkit if applicable.
Dataset names are aliased in the code as follows and can be retrieved via the links below:
| Dataset name | Alias | Repository Link |
|---|---|---|
| college | college | https://www.kaggle.com/datasets/saddamazyazy/go-to-college-dataset |
| water | water | https://kaggle.com/adityakadiwal/water-potability |
| stroke | stroke | https://kaggle.com/fedesoriano/stroke-prediction-dataset |
| churn | telco | https://kaggle.com/blastchar/telco-customer-churn |
| recidivism | compas | https://www.kaggle.com/datasets/danofer/compass |
| credit | fico | https://community.fico.com/s/explainable-machine-learning-challenge |
| income | adult | https://archive.ics.uci.edu/ml/datasets/adult |
| bank | bank | https://archive.ics.uci.edu/ml/datasets/Bank+Marketing |
| airline | airline | https://kaggle.com/teejmahal20/airline-passenger-satisfaction |
| weather | weather | https://www.kaggle.com/datasets/jsphyg/weather-dataset-rattle-package |
| Dataset name | Alias | Repository Link |
|---|---|---|
| car | car | https://archive.ics.uci.edu/ml/datasets/automobile |
| student | student | https://archive.ics.uci.edu/ml/datasets/Student+Performance |
| productivity | productivity | https://archive.ics.uci.edu/ml/datasets/Productivity+Prediction+of+Garment+Employees |
| insurance | medical | https://www.kaggle.com/datasets/mirichoi0218/insurance |
| crimes | crimes | https://archive.ics.uci.edu/ml/datasets/Communities+and+Crime |
| farming | crab | https://www.kaggle.com/datasets/sidhus/crab-age-prediction |
| wine | wine | https://archive.ics.uci.edu/ml/datasets/wine+quality |
| bike | bike | https://archive.ics.uci.edu/ml/datasets/Bike+Sharing+Dataset |
| house | housing | https://www.kaggle.com/datasets/camnugent/california-housing-prices |
| diamond | diamond | https://www.kaggle.com/datasets/nancyalaswad90/diamonds-prices |
This project is operated under an MIT license. Every file must contain the REUSE-compliant license and copyright declaration: