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Emperical Interference

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Empirical Inference Probabilistic Learning Group Conference Paper Bayesian Nonparametric Hawkes Processes Kapoor, J., Vergari, A., Gomez Rodriguez, M., Valera, I. Bayesian Nonparametrics workshop at the 32nd Conference on Neural Information Processing Systems, December 2018 (Published) PDF URL BibTeX
Empirical Inference Probabilistic Learning Group Conference Paper Boosting Black Box Variational Inference Locatello*, F., Dresdner*, G., R., K., Valera, I., Rätsch, G. Advances in Neural Information Processing Systems 31 (NeurIPS 2018), 3405-3415, (Editors: S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett), Curran Associates, Inc., 32nd Annual Conference on Neural Information Processing Systems, December 2018, *equal contribution (Published) arXiv URL BibTeX
Empirical Inference Probabilistic Learning Group Conference Paper Enhancing the Accuracy and Fairness of Human Decision Making Valera, I., Singla, A., Gomez Rodriguez, M. Advances in Neural Information Processing Systems 31 (NeurIPS 2018), 1774-1783, (Editors: S. Bengio and H. Wallach and H. Larochelle and K. Grauman and N. Cesa-Bianchi and R. Garnett), Curran Associates, Inc., 32nd Annual Conference on Neural Information Processing Systems, December 2018 (Published) arXiv URL BibTeX
Empirical Inference Probabilistic Learning Group Article 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 (Published) DOI BibTeX
Empirical Inference Probabilistic Learning Group Conference Paper Probabilistic Deep Learning using Random Sum-Product Networks Peharz, R., Vergari, A., Stelzner, K., Molina, A., Trapp, M., Kersting, K., Ghahramani, Z. 2018 (Submitted) arXiv BibTeX
Empirical Inference Probabilistic Learning Group Article Visualizing and understanding Sum-Product Networks Vergari, A., Di Mauro, N., Esposito, F. Machine Learning, 2018 (Published) DOI BibTeX