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- @article{ustun2016supersparse,
- title={Supersparse linear integer models for optimized medical scoring systems},
- author={Ustun, Berk and Rudin, Cynthia},
- journal={Machine Learning},
- volume={102},
- number={3},
- pages={349--391},
- year={2016},
- publisher={Springer}
- }
- @article{pedregosa2011scikit,
- title={Scikit-learn: Machine learning in Python},
- author={Pedregosa, Fabian and Varoquaux, Ga{\"e}l and Gramfort, Alexandre and Michel, Vincent and Thirion, Bertrand and Grisel, Olivier and Blondel, Mathieu and Prettenhofer, Peter and Weiss, Ron and Dubourg, Vincent and others},
- journal={the Journal of machine Learning research},
- volume={12},
- pages={2825--2830},
- year={2011},
- publisher={JMLR. org}
- }
- @article{letham2015interpretable,
- title={Interpretable classifiers using rules and bayesian analysis: Building a better stroke prediction model},
- author={Letham, Benjamin and Rudin, Cynthia and McCormick, Tyler H and Madigan, David and others},
- journal={Annals of Applied Statistics},
- volume={9},
- number={3},
- pages={1350--1371},
- year={2015},
- publisher={Institute of Mathematical Statistics}
- }
- @article{holte1993very,
- title={Very simple classification rules perform well on most commonly used datasets},
- author={Holte, Robert C},
- journal={Machine learning},
- volume={11},
- number={1},
- pages={63--90},
- year={1993},
- publisher={Springer}
- }
- @book{breiman1984classification,
- title={Classification and regression trees},
- author={Breiman, Leo and Friedman, Jerome and Stone, Charles J and Olshen, Richard A},
- year={1984},
- publisher={CRC press}
- }
- @book{molnar2020interpretable,
- title={Interpretable machine learning},
- author={Molnar, Christoph},
- year={2020},
- publisher={Lulu. com}
- }
- @article{rudin2018please,
- title={Please stop explaining black box models for high stakes decisions},
- author={Rudin, Cynthia},
- journal={arXiv preprint arXiv:1811.10154},
- volume={1},
- year={2018},
- publisher={Nov}
- }
- @article{murdoch2019definitions,
- title={Definitions, methods, and applications in interpretable machine learning},
- author={Murdoch, W James and Singh, Chandan and Kumbier, Karl and Abbasi-Asl, Reza and Yu, Bin},
- journal={Proceedings of the National Academy of Sciences},
- volume={116},
- number={44},
- pages={22071--22080},
- year={2019},
- publisher={National Acad Sciences}
- }
- @article{friedman2008predictive,
- title={Predictive learning via rule ensembles},
- author={Friedman, Jerome H and Popescu, Bogdan E and others},
- journal={Annals of Applied Statistics},
- volume={2},
- number={3},
- pages={916--954},
- year={2008},
- publisher={Institute of Mathematical Statistics}
- }
- @misc{skope,
- author = {{Skope Collaboration}},
- title = {Skope-rules},
- year = {2021},
- publisher = {GitHub},
- journal = {GitHub repository},
- url = {https://github.com/scikit-learn-contrib/skope-rules}
- }
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