Isabel Valera

Cited by

	All	Since 2016
Citations	2051	1976
h-index	18	18
i10-index	25	24

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201420152016201720182019202020218 40 76 190 298 511 790 97

Co-authors

Manuel Gomez RodriguezTenure-track Faculty, 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
Zoubin GhahramaniProfessor, University of Cambridge, and Distinguished Researcher, GoogleVerified email at eng.cam.ac.uk
Fernando Perez-CruzChief Data Scientist Swiss Data Science Center (ETH)Verified email at sdsc.ethz.ch
Francisco J. R. RuizResearch Scientist at DeepmindVerified email at google.com
Bernhard SchölkopfDirector, Max Planck Institute for Intelligent Systems; Professor at ETH Zürich, and DistinguishedVerified email at tuebingen.mpg.de
Adrian WellerPrincipal Research Fellow, Machine Learning, University of CambridgeVerified email at eng.cam.ac.uk
Mehrdad FarajtabarResearch Scientist, Google DeepMindVerified email at google.com
Le SongGeorgia Institute of TechnologyVerified email at cc.gatech.edu
Niloy GangulyDepartment of CSE, Indian Institute of Technology, KharagpurVerified email at cse.iitkgp.ac.in
Sourangshu BhattacharyaAssistant 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
Pablo M. OlmosUniversity Carlos III de MadridVerified email at tsc.uc3m.es
Hongyuan Zha 査宏远School of Data Science, The Chinese University of Hong Kong, ShenzhenVerified email at cuhk.edu.cn
Lennart SvenssonProfessor in Signal Processing, Chalmers University of TechnologyVerified email at chalmers.se
Charalampos MavroforakisBoston UniversityVerified email at bu.edu
Przemyslaw A. GrabowiczAssistant Research Professor, UMASS, CICSVerified email at cs.umass.edu
Behzad TabibianReasonal Inc.Verified email at btabibian.com
Utkarsh UpadhyayReasonal Inc.Verified email at mpi-sws.org

Isabel Valera

Saarland University and Max Planck Institute for Intelligent Systems

Verified email at tuebingen.mpg.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	525	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	523	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	148	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	126	2017
Handling incomplete heterogeneous data using VAEs A Nazabal, PM Olmos, Z Ghahramani, I Valera arXiv preprint arXiv:1807.03653, 2018	90	2018
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	75*	2016
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	71	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	71	2019
Modeling adoption and usage of competing products I Valera, M Gomez-Rodriguez 2015 IEEE International Conference on Data Mining, 409-418, 2015	69*	2015
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	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
Model-Agnostic Counterfactual Explanations for Consequential Decisions AH Karimi, G Barthe, B Balle, I Valera arXiv preprint arXiv:1905.11190, 2019	32	2019
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	32	2017
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	27	2019
Automatic discovery of the statistical types of variables in a dataset I Valera, Z Ghahramani International Conference on Machine Learning, 3521-3529, 2017	24	2017
Infinite factorial dynamical model I Valera, F Ruiz, L Svensson, F Perez-Cruz Advances in Neural Information Processing Systems 28, 1666-1674, 2015	24	2015
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	22	2019
General Latent Feature Models for Heterogeneous Datasets I Valera, MF Pradier, M Lomeli, Z Ghahramani Journal of Machine Learning Research 21 (100), 1-49, 2020	21*	2020
On the efficiency of the information networks in social media M Babaei, P Grabowicz, I Valera, KP Gummadi, M Gomez-Rodriguez Proceedings of the Ninth ACM International Conference on Web Search and Data …, 2016	19*	2016
Algorithmic recourse: from counterfactual explanations to interventions AH Karimi, B Schölkopf, I Valera arXiv preprint arXiv:2002.06278, 2020	18	2020

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