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Isabel Valera
Isabel Valera
Saarland University and Max Planck Institute for Software Systems
Verifierad e-postadress på cs.uni-saarland.de - Startsida
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Fairness constraints: A mechanism for fair classification.
MB Zafar, I Valera, MG Rodriguez, KP Gummadi
International Conference on Artificial Intelligence and Statistics (AISTATS …, 2017
15782017
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
14832017
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
4512019
Handling incomplete heterogeneous data using VAEs
A Nazabal, PM Olmos, Z Ghahramani, I Valera
Pattern Recognition, 2020
4152020
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
3882020
Algorithmic recourse: from counterfactual explanations to interventions
AH Karimi, B Schölkopf, I Valera
Proceedings of the 2021 ACM conference on fairness, accountability, and …, 2021
3802021
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
351*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
2842017
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
1892020
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
1812014
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
1532019
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
140*2016
Rotograd: Dynamic gradient homogenization for multitask learning
A Javaloy, I Valera
The International Conference on Learning Representations (ICLR), 2022
106*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
942022
Modeling adoption and usage of competing products
I Valera, M Gomez-Rodriguez
2015 IEEE International Conference on Data Mining, 409-418, 2015
86*2015
Fair Decisions Despite Imperfect Predictions
N Kilbertus, M Gomez-Rodriguez, B Schölkopf, K Muandet, I Valera
arXiv preprint arXiv:1902.02979, 2019
78*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
59*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
502018
Scaling guarantees for nearest counterfactual explanations
K Mohammadi, AH Karimi, G Barthe, I Valera
Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society, 177-187, 2021
472021
Automatic discovery of the statistical types of variables in a dataset
I Valera, Z Ghahramani
International Conference on Machine Learning, 3521-3529, 2017
462017
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Artiklar 1–20