Isabel Valera

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Citations	4632	4310
h-index	26	23
i10-index	31	30

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Manuel Gomez RodriguezFaculty, Max Planck Institute for Software Systems (MPI-SWS)Verified email at mpi-sws.org
Krishna P. GummadiHead, Networked Systems Group, MPI-SWSVerified email at mpi-sws.org
Muhammad Bilal ZafarAmazon Web ServicesVerified email at mpi-sws.org
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems; Professor at ETH ZürichVerified email at tuebingen.mpg.de
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleVerified email at eng.cam.ac.uk
Fernando Perez-CruzChief Data Scientist Swiss Data Science Center and Professor T. at ETHZ--CSVerified email at sdsc.ethz.ch
Adrian WellerDirector of Research, Machine Learning, University of CambridgeVerified email at eng.cam.ac.uk
Francisco J. R. RuizResearch Scientist at DeepmindVerified email at google.com
Pablo M. OlmosUniversity Carlos III de MadridVerified email at tsc.uc3m.es
Mehrdad FarajtabarResearch Scientist at AppleVerified email at apple.com
Le SongBiomap, Mohamed bin Zayed University of Artificial IntelligenceVerified email at biomap.com
Niloy GangulyDepartment of CSE, Indian Institute of Technology, Kharagpur & L3S Research CenterVerified email at cse.iitkgp.ac.in
Sourangshu BhattacharyaAssociate Professor, at Dept. Computer Science and Engineering, Indian Institute of TechnologyVerified email at cse.iitkgp.ac.in
Abir DeAssistant Professor, CSE, IIT BombayVerified email at cse.iitb.ac.in
Charalampos MavroforakisFacebookVerified email at fb.com
Lennart SvenssonProfessor in Signal Processing, Chalmers University of TechnologyVerified email at chalmers.se
Przemyslaw A. GrabowiczResearch Assistant Professor, UMass Amherst, CICSVerified email at cs.umass.edu
Behzad TabibianReasonal Inc.Verified email at btabibian.com
Utkarsh UpadhyayCTO/co-founder Reason.alVerified email at mpi-sws.org
Joaquin MiguezDepartment of Signal Theory & Communications, Universidad Carlos III de MadridVerified email at tsc.uc3m.es

Isabel Valera

Saarland University and Max Planck Institute for Software Systems

Verified email at cs.uni-saarland.de - Homepage

Machine Learning Probabilistic Methods Ethical Machine Learning


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Fairness constraints: A mechanism for fair classification. MB Zafar, I Valera, MG Rodriguez, KP Gummadi International Conference on Artificial Intelligence and Statistics (AISTATS …, 2017	1082	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	1063	2017
Handling incomplete heterogeneous data using VAEs A Nazabal, PM Olmos, Z Ghahramani, I Valera Pattern Recognition, 2020	256	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	250	2019
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	215	2020
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	212	2017
Algorithmic recourse: from counterfactual explanations to interventions AH Karimi, B Schölkopf, I Valera Proceedings of the 2021 ACM conference on fairness, accountability, and …, 2021	199	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	167	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	151*	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	114*	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	102	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	96	2019
Modeling adoption and usage of competing products I Valera, M Gomez-Rodriguez 2015 IEEE International Conference on Data Mining, 409-418, 2015	84*	2015
Fair Decisions Despite Imperfect Predictions N Kilbertus, M Gomez-Rodriguez, B Schölkopf, K Muandet, I Valera arXiv preprint arXiv:1902.02979, 2019	57*	2019
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	54*	2017
Automatic discovery of the statistical types of variables in a dataset I Valera, Z Ghahramani International Conference on Machine Learning, 3521-3529, 2017	39	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	39	2017
Rotograd: Gradient homogenization in multitask learning A Javaloy, I Valera arXiv preprint arXiv:2103.02631, 2021	37	2021
Enhancing the accuracy and fairness of human decision making I Valera, A Singla, M Gomez Rodriguez Advances in Neural Information Processing Systems 31, 2018	37	2018
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

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