Isabel Valera

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	All	Since 2019
Citations	6610	5988
h-index	27	25
i10-index	37	35

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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 ZafarRuhr University Bochum & Research Center for Trustworthy Data Science and SecurityVerified email at rub.de
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems & ELLIS Institute Tübingen; Professor at ETHVerified email at tuebingen.mpg.de
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleVerified email at eng.cam.ac.uk
Adrian WellerDirector of Research, Machine Learning, University of CambridgeVerified email at eng.cam.ac.uk
Fernando Perez-CruzSr Adviser, Innovation at Bank for International SettlementsVerified email at bis.org
Francisco J. R. RuizResearch Scientist at DeepmindVerified email at google.com
Pablo M. OlmosUniversity Carlos III de MadridVerified email at tsc.uc3m.es
Niloy GangulyDepartment of CSE, Indian Institute of Technology, KharagpurVerified 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
Mehrdad FarajtabarResearch Scientist at AppleVerified email at apple.com
Le SongBiomap, Mohamed bin Zayed University of Artificial IntelligenceVerified email at biomap.com
Charalampos MavroforakisFacebookVerified email at fb.com
Przemyslaw A. GrabowiczAssistant Professor of Computer Science; University College Dublin & UMass AmherstVerified email at cs.umass.edu
Lennart SvenssonProfessor in Signal Processing, Chalmers University of TechnologyVerified email at chalmers.se
Behzad TabibianReasonal Inc.Verified email at btabibian.com
Utkarsh UpadhyayAI/ML Problem SolverVerified email at musicallyut.in
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


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Fairness constraints: A mechanism for fair classification. MB Zafar, I Valera, MG Rodriguez, KP Gummadi International Conference on Artificial Intelligence and Statistics (AISTATS …, 2017	1462	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	1406	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	418	2019
Handling incomplete heterogeneous data using VAEs A Nazabal, PM Olmos, Z Ghahramani, I Valera Pattern Recognition, 2020	377	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	355	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	347	2021
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	317*	2022
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	273	2017
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	178	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	174	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	144	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	136*	2016
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	86	2022
Modeling adoption and usage of competing products I Valera, M Gomez-Rodriguez 2015 IEEE International Conference on Data Mining, 409-418, 2015	84*	2015
Rotograd: Gradient homogenization in multitask learning A Javaloy, I Valera arXiv preprint arXiv:2103.02631, 2021	81	2021
Fair Decisions Despite Imperfect Predictions N Kilbertus, M Gomez-Rodriguez, B Schölkopf, K Muandet, I Valera arXiv preprint arXiv:1902.02979, 2019	79*	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	60*	2017
Enhancing the accuracy and fairness of human decision making I Valera, A Singla, M Gomez Rodriguez Advances in Neural Information Processing Systems 31, 2018	49	2018
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	46	2017
Automatic discovery of the statistical types of variables in a dataset I Valera, Z Ghahramani International Conference on Machine Learning, 3521-3529, 2017	44	2017

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