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
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleDirección de correo verificada de eng.cam.ac.uk
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems; Professor at ETH Zürich, and DistinguishedDirección de correo verificada de tuebingen.mpg.de
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
Adrian WellerPrincipal Research Fellow, Machine Learning, University of CambridgeDirección de correo verificada de eng.cam.ac.uk
Mehrdad FarajtabarGoogle DeepMindDirección de correo verificada de google.com
Le SongGeorgia Institute of TechnologyDirección de correo verificada de cc.gatech.edu
Niloy GangulyDepartment of CSE, Indian Institute of Technology, KharagpurDirección 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
Pablo M. OlmosUniversity Carlos III de MadridDirección de correo verificada de tsc.uc3m.es
Lennart SvenssonProfessor in Signal Processing, Chalmers University of TechnologyDirección de correo verificada de chalmers.se
Charalampos MavroforakisBoston UniversityDirección de correo verificada de bu.edu
Przemyslaw A. GrabowiczAssistant Research Professor, UMASS, CICSDirección de correo verificada de cs.umass.edu
Behzad TabibianReasonal Inc.Dirección de correo verificada de btabibian.com
Utkarsh UpadhyayReasonal Inc.Dirección 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

Isabel Valera

Saarland University and Max Planck Institute for Intelligent Systems

Dirección de correo verificada de tuebingen.mpg.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	612	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	607	2017
Shaping social activity by incentivizing users M Farajtabar, N Du, MG Rodriguez, I Valera, H Zha, L Song Advances in neural information processing systems 27, 2014	152	2014
From parity to preference-based notions of fairness in classification MB Zafar, I Valera, MG Rodriguez, KP Gummadi, A Weller arXiv preprint arXiv:1707.00010, 2017	139	2017
Handling incomplete heterogeneous data using VAEs A Nazabal, PM Olmos, Z Ghahramani, I Valera arXiv preprint arXiv:1807.03653, 2018	110	2018
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	93	2019
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	93	2019
Modeling adoption and usage of competing products I Valera, M Gomez-Rodriguez 2015 IEEE International Conference on Data Mining, 409-418, 2015	78*	2015
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	77*	2016
Model-Agnostic Counterfactual Explanations for Consequential Decisions AH Karimi, G Barthe, B Balle, I Valera arXiv preprint arXiv:1905.11190, 2019	63	2019
Algorithmic recourse: from counterfactual explanations to interventions AH Karimi, B Schölkopf, I Valera Proceedings of the 2021 ACM Conference on Fairness, Accountability, and …, 2021	39	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	36*	2017
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	33	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	33	2014
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	32	2019
Algorithmic recourse under imperfect causal knowledge: a probabilistic approach AH Karimi, J Von Kügelgen, B Schölkopf, I Valera arXiv preprint arXiv:2006.06831, 2020	28	2020
Automatic discovery of the statistical types of variables in a dataset I Valera, Z Ghahramani International Conference on Machine Learning, 3521-3529, 2017	28	2017
A survey of algorithmic recourse: definitions, formulations, solutions, and prospects AH Karimi, G Barthe, B Schölkopf, I Valera arXiv preprint arXiv:2010.04050, 2020	27	2020
Automatic Bayesian density analysis A Vergari, A Molina, R Peharz, Z Ghahramani, K Kersting, I Valera Proceedings of the AAAI Conference on Artificial Intelligence 33 (01), 5207-5215, 2019	26	2019
Infinite factorial dynamical model I Valera, F Ruiz, L Svensson, F Perez-Cruz Advances in Neural Information Processing Systems 28, 1666-1674, 2015	25	2015

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