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Showcasing the computation of the concentration-information bounds for the bias of an observable.

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Concentration-Information inequalities

Code used to implement concentration-information inequalities for the bias of an observable. The Jupyter notebooks contain examples of the different ways to use the inequalities. More examples to be added.

Please let me know if you have any comments or suggestions. If you use the code, please cite the manuscript:

@article{gourgoulias2020biased,
  title={How biased is your model? Concentration inequalities, information and model bias},
  author={Gourgoulias, Konstantinos and Katsoulakis, Markos A and Rey-Bellet, Luc and Wang, Jie},
  journal={IEEE Transactions on Information Theory},
  volume={66},
  number={5},
  pages={3079--3097},
  year={2020},
  publisher={IEEE}
}

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Showcasing the computation of the concentration-information bounds for the bias of an observable.

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