Isabel Valera

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Manuel Gomez RodriguezFaculty, Max Planck Institute for Software Systems (MPI-SWS)Dirección de correo verificada de mpi-sws.org
Krishna P. GummadiHead, Networked Systems Group, MPI-SWSDirección de correo verificada de mpi-sws.org
Muhammad Bilal ZafarAmazon Web ServicesDirección de correo verificada de mpi-sws.org
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems; Professor at ETH ZürichDirección de correo verificada de tuebingen.mpg.de
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleDirección de correo verificada de eng.cam.ac.uk
Fernando Perez-CruzChief Data Scientist Swiss Data Science Center and Professor T. at ETHZ--CSDirección de correo verificada de sdsc.ethz.ch
Adrian WellerDirector of Research, Machine Learning, University of CambridgeDirección de correo verificada de eng.cam.ac.uk
Francisco J. R. RuizResearch Scientist at DeepmindDirección de correo verificada de google.com
Pablo M. OlmosUniversity Carlos III de MadridDirección de correo verificada de tsc.uc3m.es
Mehrdad FarajtabarResearch Scientist at AppleDirección de correo verificada de apple.com
Le SongBiomap, Mohamed bin Zayed University of Artificial IntelligenceDirección de correo verificada de biomap.com
Niloy GangulyDepartment of CSE, Indian Institute of Technology, Kharagpur & L3S Research CenterDirección de correo verificada de cse.iitkgp.ac.in
Sourangshu BhattacharyaAssistant Professor, at Dept. Computer Science and Engineering, Indian Institute of TechnologyDirección de correo verificada de cse.iitkgp.ac.in
Abir DeAssistant Professor, CSE, IIT BombayDirección de correo verificada de cse.iitb.ac.in
Charalampos MavroforakisFacebookDirección de correo verificada de fb.com
Lennart SvenssonProfessor in Signal Processing, Chalmers University of TechnologyDirección de correo verificada de chalmers.se
Przemyslaw A. GrabowiczResearch Assistant Professor, UMass Amherst, CICSDirección de correo verificada de cs.umass.edu
Behzad TabibianReasonal Inc.Dirección de correo verificada de btabibian.com
Utkarsh UpadhyayCTO/co-founder Reason.alDirección de correo verificada de mpi-sws.org
Joaquin MiguezDepartment of Signal Theory & Communications, Universidad Carlos III de MadridDirección de correo verificada de tsc.uc3m.es

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Isabel Valera

Saarland University and Max Planck Institute for Software Systems

Dirección de correo verificada de cs.uni-saarland.de - Página principal

Machine Learning Probabilistic Methods Ethical Machine Learning


Título Ordenar por citas Ordenar por año Ordenar por título	Citado por Citado por	Año
Fairness constraints: A mechanism for fair classification. MB Zafar, I Valera, MG Rodriguez, KP Gummadi International Conference on Artificial Intelligence and Statistics (AISTATS …, 2017	1041	2017
Fairness beyond disparate treatment & disparate impact: Learning classification without disparate mistreatment MB Zafar, I Valera, M Gomez Rodriguez, KP Gummadi Proceedings of the 26th international conference on world wide web, 1171-1180, 2017	1031	2017
Handling incomplete heterogeneous data using VAEs A Nazabal, PM Olmos, Z Ghahramani, I Valera Pattern Recognition, 2020	242	2020
Fairness Constraints: A Flexible Approach for Fair Classification. MB Zafar, I Valera, M Gomez-Rodriguez, KP Gummadi J. Mach. Learn. Res. 20 (75), 1-42, 2019	238	2019
From parity to preference-based notions of fairness in classification MB Zafar, I Valera, M Rodriguez, K Gummadi, A Weller Advances in neural information processing systems 30, 2017	204	2017
Model-Agnostic Counterfactual Explanations for Consequential Decisions AH Karimi, G Barthe, B Balle, I Valera Proceedings of the Twenty Third International Conference on Artificial …, 2020	200	2020
Algorithmic recourse: from counterfactual explanations to interventions AH Karimi, B Schölkopf, I Valera Proceedings of the 2021 ACM conference on fairness, accountability, and …, 2021	176	2021
Shaping social activity by incentivizing users M Farajtabar, N Du, M Gomez Rodriguez, I Valera, H Zha, L Song Advances in neural information processing systems 27, 2014	163	2014
A survey of algorithmic recourse: contrastive explanations and consequential recommendations AH Karimi, G Barthe, B Schölkopf, I Valera ACM Computing Surveys 55 (5), 1-29, 2022	127*	2022
Learning and forecasting opinion dynamics in social networks A De, I Valera, N Ganguly, S Bhattacharya, MG Rodriguez Advances in Neural Information Processing Systems, 2016, 2016	112*	2016
Algorithmic recourse under imperfect causal knowledge: a probabilistic approach AH Karimi, J Von Kügelgen, B Schölkopf, I Valera Advances in neural information processing systems 33, 265-277, 2020	95	2020
One-network adversarial fairness T Adel, I Valera, Z Ghahramani, A Weller Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 2412-2420, 2019	92	2019
Modeling adoption and usage of competing products I Valera, M Gomez-Rodriguez 2015 IEEE International Conference on Data Mining, 409-418, 2015	83*	2015
Modeling the dynamics of learning activity on the web C Mavroforakis, I Valera, M Gomez-Rodriguez Proceedings of the 26th International Conference on World Wide Web, 1421-1430, 2017	53*	2017
Fair Decisions Despite Imperfect Predictions N Kilbertus, M Gomez-Rodriguez, B Schölkopf, K Muandet, I Valera arXiv preprint arXiv:1902.02979, 2019	52*	2019
Distilling information reliability and source trustworthiness from digital traces B Tabibian, I Valera, M Farajtabar, L Song, B Schölkopf, ... Proceedings of the 26th International Conference on World Wide Web, 847-855, 2017	39	2017
Automatic discovery of the statistical types of variables in a dataset I Valera, Z Ghahramani International Conference on Machine Learning, 3521-3529, 2017	37	2017
Bayesian Nonparametric Comorbidity Analysis of Psychiatric Disorders FJR Ruiz, I Valera, C Blanco, F Perez-Cruz Journal of Machine Learning Researc 15, 1215-1247, 2014	37	2014
General latent feature models for heterogeneous datasets I Valera, MF Pradier, M Lomeli, Z Ghahramani The Journal of Machine Learning Research 21 (1), 4027-4075, 2020	34*	2020
Enhancing the accuracy and fairness of human decision making I Valera, A Singla, M Gomez Rodriguez Advances in Neural Information Processing Systems 31, 2018	34	2018

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