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)

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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)

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Nazábal, A., Olmos, P. M., Ghahramani, Z., Valera, I. Handling incomplete heterogeneous data using VAEs Pattern Recognition, 107, pages: 107501, 2020 (article)

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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)

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Javaloy, A. G. G. Text Normalization Using Encoder-Decoder Networks Based on the Causal Feature Extractor Applied Sciences, 10(13):4551, 2020 (article)

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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)

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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)

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Vergari, A., Di Mauro, N., Esposito, F. Visualizing and understanding Sum-Product Networks Machine Learning, 2018 (article)

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