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 ZafarRuhr University Bochum & Research Center for Trustworthy Data Science and SecurityDirección de correo verificada de rub.de
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-CruzSr Adviser, Innovation at Bank for International SettlementsDirección de correo verificada de bis.org
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
Przemyslaw A. GrabowiczAssistant Professor of Computer Science; University College Dublin & UMass AmherstDirección de correo verificada de cs.umass.edu
Lennart SvenssonProfessor in Signal Processing, Chalmers University of TechnologyDirección de correo verificada de chalmers.se
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	1507	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	1448	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	433	2019
Handling incomplete heterogeneous data using VAEs A Nazabal, PM Olmos, Z Ghahramani, I Valera Pattern Recognition, 2020	391	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	372	2021
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	372	2020
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	340*	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	278	2017
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	183	2020
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	180	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	146	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
Rotograd: Dynamic gradient homogenization for multitask learning A Javaloy, I Valera The International Conference on Learning Representations (ICLR), 2022	98*	2022
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	90	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
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	50	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	45	2017

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