This repository contains a reproduction of the research Price Discrimination with Fairness Constraints, which was originally published in Management Scinece. Please note that this is not an official repository maintained by the original authors.
In this reproduction, we aim to recreate the experiments and results reported in the original research paper. We follow the methodology described in the paper as closely as possible, using the same dataset, parameters, and evaluation metrics.
The repository contains code for reproducing the experiments in the paper. All reproducible experiments are available in the form of Jupyter notebooks. Specifically, it includes:
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Code for Example 1 Impossibility When Mean Valuations Are Equal).
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Code for Theorem 2 Impact of Imposing a Little Fairness on Social Welfare
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Code for Chapter 3 Analysis for Linear Demand
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Note that Impact of fairness under logistic demand can be implemented in the same way as in Chapter 3.
We welcome contributions to this repository, such as bug fixes or enhancements to the code. Please create a pull request with your changes, and we will review them as soon as possible.
If you have any questions or want to use the code, please contact yoontae@unist.ac.kr.
We would like to express our gratitude to the authors of the original research paper for their important contributions to the field.
The original research paper was authored by:
- Maxime C. Cohen, Desautels Faculty of Management, McGill University, Montreal, Quebec H3A 1G5, Canada
- Adam N. Elmachtoub, Department of Industrial Engineering and Operations Research, Columbia University, New York, New York 10027
- Xiao Lei, Desautels Faculty of Management, McGill University, Montreal, Quebec H3A 1G5, Canada