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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

Ruiz, Francisco J R; Perez-Cruz, Fernando

A Generative Model for Predicting Outcomes in College Basketball Journal Article

Journal of Quantitative Analysis in Sports, 11 (1 Special Issue), pp. 39–52, 2015, ISSN: 1559-0410.

Abstract | Links | BibTeX | Tags: CASI CAM CM, GAMMA-L+ UC3M, Journal, NCAA tournament, Poisson factorization, Probabilistic modeling, variational inference

Ruiz, Francisco J R; Perez-Cruz, Fernando

A Generative Model for Predicting Outcomes in College Basketball Journal Article

Journal of Quantitative Analysis in Sports, 11 (1 Special Issue), pp. 39–52, 2015, ISSN: 1559-0410.

Abstract | Links | BibTeX | Tags: CASI CAM CM, GAMMA-L+ UC3M, NCAA tournament, Poisson factorization, Probabilistic modeling, variational inference

2014

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

Bayesian Nonparametric Comorbidity Analysis of Psychiatric Disorders Journal Article

Journal of Machine Learning Research, 15 (1), pp. 1215–1248, 2014.

Abstract | Links | BibTeX | Tags: ALCIT, Bayesian Non-parametrics, categorical observations, Indian Buet Process, Laplace approximation, multinomial-logit function, variational inference