Isabel Valera - Concepedia

Author

Isabel Valera

Max Planck Institute for Software Systems ORCID

Also Known As

Isabel Valera, Lijffijt, Jefrey, Valera Martínez, María Isabel, Valera, I, Valera, Isabel

Publications

3.7K

Citations

H-Index

Concepts

All Affiliations

Max Planck Institute for Software Systems Max Planck Society Max Planck Institute for Intelligent Systems Universidad Carlos III de Madrid Saarland University

About

Isabel Valera is an author at Max Planck Institute for Software Systems specializing in engineering, data science, and computer science.

Top Concepts

#	Concept	H-Index	Publications	Citations
1	Engineering	18	20	2.2K
2	Arts	3	3	144
3	Business	3	3	438
4	Law	3	3	968
5	Education	1	1	32

Isabel Valera

Publications

3.4K

Citations

H-Index

Page 1

	Year	Citations
Fairness Beyond Disparate Treatment & Disparate Impact Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez, Artificial IntelligenceEngineeringMachine LearningUnfair DisadvantageDiscrimination	2017	590
Fairness Beyond Disparate Treatment & Disparate Impact: Learning\n Classification without Disparate Mistreatment Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez, arXiv (Cornell University)	2016	585
Fairness Constraints: Mechanisms for Fair Classification Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez, arXiv (Cornell University) Artificial IntelligenceEngineeringMachine LearningDiscriminationLaw	2015	333
Handling incomplete heterogeneous data using VAEs Alfredo Nazábal, Pablo M. Olmos, Zoubin Ghahramani,	2020	295
Algorithmic Recourse Amir-Hossein Karimi, Bernhard Schölkopf, Isabel Valera Artificial IntelligenceCounterfactual ExplanationsMachine LearningBehavioral Decision MakingEngineering	2021	221
Fairness Constraints: A Flexible Approach for Fair Classification Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez, MPG.PuRe (Max Planck Society) EngineeringBiasDiscriminationAlgorithmic FairnessFair Resource Allocation	2019	188
From Parity to Preference-based Notions of Fairness in Classification Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez, arXiv (Cornell University) EngineeringGame TheoryDiscriminationData ScienceBias	2017	105
Learning Fair Classifiers Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez, arXiv (Cornell University) Artificial IntelligenceEngineeringMachine LearningData-driven Decision SystemsComputational Social Science	2015	87
Model-Agnostic Counterfactual Explanations for Consequential Decisions Amir-Hossein Karimi, Gilles Barthe, Borja Balle, arXiv (Cornell University) EngineeringBehavioral Decision MakingModel-based ReasoningVerificationFormal Verification	2019	85
One-Network Adversarial Fairness Tameem Adel, Isabel Valera, Zoubin Ghahramani, Proceedings of the AAAI Conference on Artificial Intelligence Artificial IntelligenceEngineeringMachine LearningGame TheoryDifferentiable Classifier	2019	80

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