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Isabel Valera
Isabel Valera
Saarland University and Max Planck Institute for Software Systems
Verified email at cs.uni-saarland.de - Homepage
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
13232017
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
12642017
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
3532019
Handling incomplete heterogeneous data using VAEs
A Nazabal, PM Olmos, Z Ghahramani, I Valera
Pattern Recognition, 2020
3352020
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
3162020
Algorithmic recourse: from counterfactual explanations to interventions
AH Karimi, B Schölkopf, I Valera
Proceedings of the 2021 ACM conference on fairness, accountability, and …, 2021
2982021
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
259*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
2552017
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
1742014
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
1562020
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
130*2016
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
1292019
Modeling adoption and usage of competing products
I Valera, M Gomez-Rodriguez
2015 IEEE International Conference on Data Mining, 409-418, 2015
85*2015
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
742022
Fair Decisions Despite Imperfect Predictions
N Kilbertus, M Gomez-Rodriguez, B Schölkopf, K Muandet, I Valera
arXiv preprint arXiv:1902.02979, 2019
72*2019
Rotograd: Gradient homogenization in multitask learning
A Javaloy, I Valera
arXiv preprint arXiv:2103.02631, 2021
622021
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
57*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
472018
Automatic discovery of the statistical types of variables in a dataset
I Valera, Z Ghahramani
International Conference on Machine Learning, 3521-3529, 2017
432017
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
40*2020
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Articles 1–20