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)