Isabel Valera
Isabel Valera
Probabilistic Learning Group Leader at Max Planck Institute for Intelligent Systems
Verified email at tuebingen.mpg.de - Homepage
TitleCited byYear
Fairness constraints: A mechanism for fair classification.
MB Zafar, I Valera, MG Rodriguez, KP Gummadi
International Conference on Artificial Intelligence and Statistics (AISTATS …, 2017
316*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
3002017
Shaping social activity by incentivizing users
M Farajtabar, N Du, MG Rodriguez, I Valera, H Zha, L Song
Advances in neural information processing systems, 2474-2482, 2014
1192014
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, 229-239, 2017
672017
Modeling adoption and usage of competing products
I Valera, M Gomez-Rodriguez
2015 IEEE International Conference on Data Mining, 409-418, 2015
53*2015
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
52*2016
Handling incomplete heterogeneous data using VAEs
A Nazabal, PM Olmos, Z Ghahramani, I Valera
arXiv preprint arXiv:1807.03653, 2018
392018
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
292014
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
252017
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
23*2017
General Latent Feature Models for Heterogeneous Datasets*
ZG I Valera, MF Pradier, M Lomeli
arXiv preprint arXiv:1706.03779, 2017, 2017
17*2017
Infinite factorial dynamical model
I Valera, F Ruiz, L Svensson, F Perez-Cruz
Advances in Neural Information Processing Systems, 1666-1674, 2015
172015
Fairness Constraints: A Flexible Approach for Fair Classification.
MB Zafar, I Valera, M Gomez-Rodriguez, KP Gummadi
Journal of Machine Learning Research 20 (75), 1-42, 2019
162019
Infinite factorial unbounded-state hidden markov model
I Valera, FJR Ruiz, F Perez-Cruz
IEEE transactions on pattern analysis and machine intelligence 38 (9), 1816-1828, 2015
152015
Automatic discovery of the statistical types of variables in a dataset
I Valera, Z Ghahramani
Proceedings of the 34th International Conference on Machine Learning-Volume …, 2017
142017
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
14*2016
Bayesian nonparametric modeling of suicide attempts
F Ruiz, I Valera, C Blanco, F Perez-Cruz
Advances in neural information processing systems, 1853-1861, 2012
132012
Boosting black box variational inference
F Locatello, G Dresdner, R Khanna, I Valera, G Rätsch
Advances in Neural Information Processing Systems, 3401-3411, 2018
102018
Enhancing the accuracy and fairness of human decision making
I Valera, A Singla, MG Rodriguez
Advances in Neural Information Processing Systems, 1769-1778, 2018
102018
One-network adversarial fairness
T Adel, I Valera, Z Ghahramani, A Weller
Proceedings of the AAAI Conference on Artificial Intelligence 33, 2412-2420, 2019
82019
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