2022
Karimi, A. H., von Kügelgen, J., Schölkopf, B., Valera, I.
Towards Causal Algorithmic Recourse
In xxAI - Beyond Explainable AI: International Workshop, Held in Conjunction with ICML 2020, July 18, 2020, Vienna, Austria, Revised and Extended Papers, pages: 139-166, (Editors: Holzinger, Andreas and Goebel, Randy and Fong, Ruth and Moon, Taesup and Müller, Klaus-Robert and Samek, Wojciech), Springer International Publishing, 2022 (inbook)
2020
Valera, I., Pradier, M. F., Lomeli, M., Ghahramani, Z.
General Latent Feature Models for Heterogeneous Datasets
Journal of Machine Learning Research, 21(100):1-49, 2020 (article)
Nazábal, A., Olmos, P. M., Ghahramani, Z., Valera, I.
Handling incomplete heterogeneous data using VAEs
Pattern Recognition, 107, pages: 107501, 2020 (article)
Javaloy, A. G. G.
Preliminary Results on Different Text Processing Tasks Using Encoder-Decoder Networks and the Causal Feature Extractor
Applied Sciences, 10(17):5772, 2020 (article)
Javaloy, A. G. G.
Text Normalization Using Encoder-Decoder Networks Based on the Causal Feature Extractor
Applied Sciences, 10(13):4551, 2020 (article)
2019
Zafar, M. B., Valera, I., Gomez-Rodriguez, M., Gummadi, K. P.
Fairness Constraints: A Flexible Approach for Fair Classification
Journal of Machine Learning Research, 20(75):1-42, 2019 (article)
2018
Ruiz, F. J. R., Valera, I., Svensson, L., Perez-Cruz, F.
Infinite Factorial Finite State Machine for Blind Multiuser Channel Estimation
IEEE Transactions on Cognitive Communications and Networking, 4(2):177-191, June 2018 (article)
Vergari, A., Di Mauro, N., Esposito, F.
Visualizing and understanding Sum-Product Networks
Machine Learning, 2018 (article)