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A survey of bias in Machine Learning through the prism of Statistical Parity for the Adult Data Set.

, , , , и . CoRR, (2020)

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Jean-Michel Langlais

Jean-Michel Dengler

Jean-Michel Grossenbacher

Jean-Michel Autebert

Jean-Michel Ayache

 

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Gaussian Processes on Distributions based on Regularized Optimal Transport., , , и . AISTATS, том 206 из Proceedings of Machine Learning Research, стр. 4986-5010. PMLR, (2023)Is a Fairness Metric Score Enough to Assess Discrimination Biases in Machine Learning?, , , , и . EWAF, том 3442 из CEUR Workshop Proceedings, CEUR-WS.org, (2023)A Gaussian Process Regression Model for Distribution Inputs, , , и . (2017)cite arxiv:1701.09055.Conditional Anomaly Detection for Quality and Productivity Improvement of Electronics Manufacturing Systems., , , и . LOD, том 11943 из Lecture Notes in Computer Science, стр. 711-724. Springer, (2019)Non parametric estimation of the structural expectation of a stochastic increasing function., , и . Stat. Comput., 21 (1): 121-136 (2011)Robust spectral clustering using LASSO regularization., , , , и . CoRR, (2020)How optimal transport can tackle gender biases in multi-class neural-network classifiers for job recommendations?, , , , и . CoRR, (2023)Barycenter in Wasserstein Spaces: Existence and Consistency., и . GSI, том 9389 из Lecture Notes in Computer Science, стр. 104-108. Springer, (2015)Achieving Robustness in Classification Using Optimal Transport With Hinge Regularization., , , , , и . CVPR, стр. 505-514. Computer Vision Foundation / IEEE, (2021)Counterfactual Explanation for Multivariate Times Series Using A Contrastive Variational Autoencoder., , , и . ICASSP, стр. 1-5. IEEE, (2023)