Gordaliza, Paula
- Obtaining fairness using optimal transport theory
2018/06/08 by Eustasio del Barrio, Fabrice Gamboa, del Barrio, Eustasio +5 · 22 citations
Economics, Econometrics and Finance · #62H30 #68T01 #FOS: Mathematics #Game Theory and Voting Systems #Statistics Theory (math.ST)
- A survey of bias in Machine Learning through the prism of Statistical Parity for the Adult Data Set
2020/03/31 by Besse, Philippe, del Barrio, Eustasio, Gordaliza, Paula +2 · 6 citations
#Computers and Society (cs.CY) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Review of Mathematical frameworks for Fairness in Machine Learning
2020/05/26 by Eustasio del Barrio, del Barrio, Eustasio, Paula Gordaliza +3 · 4 citations
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Confidence Intervals for Testing Disparate Impact in Fair Learning
2018/07/17 by Philippe Besse, Eustasio del Barrio, Besse, Philippe +5 · 1 citation
Computer Science · Mathematics · Social Sciences · #Advanced Causal Inference Techniques #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Statistics Theory (math.ST)
- Uncertainty in Fairness Assessment: Maintaining Stable Conclusions Despite Fluctuations
2023/02/02 by Barrainkua, Ainhize, Gordaliza, Paula, Lozano, Jose A. +1 · 1 citation
#62P99 #FOS: Computer and information sciences #G.3 #Machine Learning (cs.LG)