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2018

Ruiz, Francisco J R; Valera, Isabel; Svensson, Lennart; Perez-Cruz, Fernando

Infinite Factorial Finite State Machine for Blind Multiuser Channel Estimation Journal Article

IEEE Transactions on Cognitive Communications and Networking, 4 (2), pp. 177-191, 2018.

Links | BibTeX | Tags: Bayesian nonparametrics, machine-to-machine, multiuser communications, stochastic finite state machine

2016

Valera, Isabel; Ruiz, Francisco J R; Perez-Cruz, Fernando

Infinite Factorial Unbounded-State Hidden Markov Model Journal Article

IEEE transactions on pattern analysis and machine intelligence, 38 (9), pp. 1816 – 1828, 2016, ISSN: 1939-3539.

Abstract | Links | BibTeX | Tags: Bayes methods, Bayesian nonparametrics, CASI CAM CM, Computational modeling, GAMMA-L+ UC3M, Gibbs sampling, Hidden Markov models, Inference algorithms, Journal, Markov processes, Probability distribution, reversible jump Markov chain Monte Carlo, slice sampling, Time series, variational inference, Yttrium

Valera, Isabel; Ruiz, Francisco J R; Perez-Cruz, Fernando

Infinite Factorial Unbounded-State Hidden Markov Model Journal Article

IEEE transactions on pattern analysis and machine intelligence, To appear (99), pp. 1, 2016, ISSN: 1939-3539.

Abstract | Links | BibTeX | Tags: Bayes methods, Bayesian nonparametrics, CASI CAM CM, Computational modeling, GAMMA-L+ UC3M, Gibbs sampling, Hidden Markov models, Inference algorithms, Markov processes, Probability distribution, reversible jump Markov chain Monte Carlo, slice sampling, Time series, variational inference, Yttrium

2015

Moreno, Pablo G; Teh, Yee Whye; Perez-Cruz, Fernando; Artés-Rodríguez, Antonio

Bayesian Nonparametric Crowdsourcing Journal Article

Journal of Machine Learning Research, 16 (August), pp. 1607–1627, 2015.

Abstract | Links | BibTeX | Tags: Bayesian nonparametrics, Dirichlet process, Gibbs sampling, Hierarchical clustering, Journal, Multiple annotators