Concepedia

Isabel Valera

IV

35

Publications

3.4K

Citations

25

H-Index

2012

Active since

Affiliations

Max Planck Institute for Software Systems(Current)

Max Planck Society

Max Planck Institute for Intelligent Systems

Universidad Carlos III de Madrid

Saarland University

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

Top concepts

EngineeringData ScienceComputer ScienceManagementDecision TheoryDecision ScienceKnowledge DiscoveryAlgorithmic FairnessPredictive AnalyticsBias

Publications per year

2012–2022

35

Publications

35

Fairness Beyond Disparate Treatment & Disparate Impact

Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez et al. · 2017 · 590 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +25

Fairness Beyond Disparate Treatment & Disparate Impact: Learning\n Classification without Disparate Mistreatment

Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez et al. · arXiv (Cornell University) · 2016 · 585 citations · Full text

Fairness Constraints: Mechanisms for Fair Classification

Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez-Rodriguez et al. · arXiv (Cornell University) · 2015 · 333 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +20

Handling incomplete heterogeneous data using VAEs

Alfredo Nazábal, Pablo M. Olmos, Zoubin Ghahramani et al. · 2020 · 295 citations · Full text

Algorithmic Recourse

Amir-Hossein Karimi, Bernhard Schölkopf, Isabel Valera · 2021 · 221 citations

Artificial Intelligence, Counterfactual Explanations, Machine Learning +17

Rows per page

1–5 of 35