Optimal Transport for Fairness

A General Approach to Fairness with Optimal Transport

Download Citation | A General Approach to Fairness with Optimal Transport | We propose a general approach to fairness based on transporting distributions ...

Matching code and law: achieving algorithmic fairness with optimal ...

Concerning the advantages, first, in the WAE case (\theta = 1), group fairness is fulfilled as well as within-group monotonicity. Second, ...

[PDF] Optimal Transport for Fairness: Archival Data Repair using ...

Optimal Transport for Fairness: Archival Data Repair using Small Research Data Sets · Abigail Langbridge, Anthony Quinn, Robert Shorten · Published in IEEE 40th ...

Obtaining Fairness using Optimal Transport Theory

Obtaining Fairness using. Optimal Transport Theory. Authors: Eustasio del Barrio, Fabrice Gamboa, Paula. Gordaliza , Jean-Michel Loubes. Presenter: Theo Hu ...

Matching Code and Law: Achieving Algorithmic Fairness with ...

Second, we use optimal transport theory, and specifically the concept of the barycenter, to maximize decision maker utility under the chosen ...

(PDF) Addressing Fairness and Explainability in Image ...

To bridge this gap, we propose a comprehensive approach that leverages optimal transport theory to uncover the causes and implications of biased ...

Fairness and discrimination, PhD Course, #4 Wasserstein Distances ...

For the fourth course, we will discuss Wasserstein distance and Optimal Transport. Last week, we mentioned distances, dissimilarity and divergences.

A General Approach to Fairness with Optimal Transport

A General Approach to Fairness with Optimal Transport. Silvia Chiappa, Ray Jiang, Tom Stepleton, Aldo Pacchiano, Heinrich Jiang, John Aslanides. January 0001.

Obtaining Fairness using Optimal Transport Theory

Obtaining Fairness using Optimal Transport Theory. ICML 2019, Long Beach. E. del Barrioa, F. Gamboab, P. Gordalizaa,b and JM. Loubesb a : IMUVa (Universidad ...

Algorithmic fairness with optimal transport - Freakonometrics

By extending “Knothe's rearrangement” (Bonnotte, 2013) and “triangular transport” (Zech and Marzouk, 2022) to probabilistic graphical models, we ...

Fairness with Continuous Optimal Transport - Aldo Pacchiano

Fairness with Continuous Optimal Transport. Silvia Chiappa*, Aldo Pacchiano*. January 2021. PDF. Type. Preprint. Cite. ×. Copy Download.

Obtaining Dyadic Fairness by Optimal Transport - OT-SDM

An op- timal transport-based dyadic fairness algorithm is proposed for graph link prediction. The proposed algorithm shows su- perior results on obtaining ...

A General Approach to Fairness with Optimal Transport. - BibSonomy

A General Approach to Fairness with Optimal Transport. S. Chiappa, R. Jiang, T. Stepleton, A. Pacchiano, H. Jiang, and J. Aslanides.

Auditing and Enforcing Conditional Fairness via Optimal Transport

The researchers propose using optimal transport as a way to quantify and mitigate conditional fairness violations. Optimal transport is a ...

Obtaining Dyadic Fairness by Optimal Transport - IEEE Xplore

Obtaining Dyadic Fairness by Optimal Transport ... Abstract: Fairness has been taken as a critical metric in machine learning models, which is considered as an ...

Optimal transport and fairness of predictive models

Optimal transport and fairness of predictive models. Arthur Charpentier, François Hu, Agathe Fernandes-Machado & Philipp Ratz. SCAI (Sorbonne Center for ...

Fairness in Machine Learning via Optimal Transport By Shizhou Xu

(Statistical parity) We first apply the optimal affine transport to approach the post-processing. Wasserstein barycenter characterization of the optimal fair L2 ...

Fairness in Machine Learning : detection and correction using ...

Fairness in Machine Learning : detection and correction using Optimal Transport Theory. J-M. Loubes joint work with E. del Barrio, P. Besse, P. Gordaliza, F ...

Optimal transport of classifiers to fairness - @ NeurIPS 2022

• This paper proposes a fairness cost called OTF (Optimal. Transport to Fairness), which is defined as the smallest OT cost between the ...

Improving Fairness in Criminal Justice Algorithmic Risk ...

Improving Fairness in Criminal Justice Algorithmic Risk Assessments Using Optimal ... Optimal Transport and Conformal Prediction Sets. On October 18th, Dr.