Intelligent Systems
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2020


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General Latent Feature Models for Heterogeneous Datasets

Valera, I., Pradier, M. F., Lomeli, M., Ghahramani, Z.

Journal of Machine Learning Research, 21(100):1-49, 2020 (article)

link (url) [BibTex]

2020

link (url) [BibTex]


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Handling incomplete heterogeneous data using VAEs

Nazábal, A., Olmos, P. M., Ghahramani, Z., Valera, I.

Pattern Recognition, 107, pages: 107501, 2020 (article)

DOI [BibTex]

DOI [BibTex]

2019


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Fairness Constraints: A Flexible Approach for Fair Classification

Zafar, M. B., Valera, I., Gomez-Rodriguez, M., Gummadi, K. P.

Journal of Machine Learning Research, 20(75):1-42, 2019 (article)

link (url) Project Page [BibTex]

2019

link (url) Project Page [BibTex]

2018


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Infinite Factorial Finite State Machine for Blind Multiuser Channel Estimation

Ruiz, F. J. R., Valera, I., Svensson, L., Perez-Cruz, F.

IEEE Transactions on Cognitive Communications and Networking, 4(2):177-191, June 2018 (article)

DOI [BibTex]

2018

DOI [BibTex]


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Visualizing and understanding Sum-Product Networks

Vergari, A., Di Mauro, N., Esposito, F.

Machine Learning, 2018 (article)

DOI [BibTex]

DOI [BibTex]