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 & ELLIS Institute Tübingen; Professor at ETHDirección de correo verificada de tuebingen.mpg.de
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleDirección de correo verificada de eng.cam.ac.uk
Adrian WellerDirector of Research, Machine Learning, University of CambridgeDirección 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
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
Niloy GangulyDepartment of CSE, Indian Institute of Technology, KharagpurDirección de correo verificada de cse.iitkgp.ac.in
Sourangshu BhattacharyaAssociate 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
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
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 UpadhyayAI/ML Problem SolverDirección de correo verificada de musicallyut.in
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	1218	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	1167	2017
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	317	2019
Handling incomplete heterogeneous data using VAEs A Nazabal, PM Olmos, Z Ghahramani, I Valera Pattern Recognition, 2020	300	2020
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	266	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	250	2021
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	233	2017
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	199*	2022
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	165	2014
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	139	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	118	2019
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	116*	2016
Modeling adoption and usage of competing products I Valera, M Gomez-Rodriguez 2015 IEEE International Conference on Data Mining, 409-418, 2015	85*	2015
Fair Decisions Despite Imperfect Predictions N Kilbertus, M Gomez-Rodriguez, B Schölkopf, K Muandet, I Valera arXiv preprint arXiv:1902.02979, 2019	69*	2019
Rotograd: Gradient homogenization in multitask learning A Javaloy, I Valera arXiv preprint arXiv:2103.02631, 2021	58	2021
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	55*	2017
On the fairness of causal algorithmic recourse J Von Kügelgen, AH Karimi, U Bhatt, I Valera, A Weller, B Schölkopf Proceedings of the AAAI conference on artificial intelligence 36 (9), 9584-9594, 2022	53	2022
Automatic discovery of the statistical types of variables in a dataset I Valera, Z Ghahramani International Conference on Machine Learning, 3521-3529, 2017	42	2017
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	40*	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	39	2018

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