List of Publications (2008-2017)

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2016

Journal Articles

Valera, Isabel; Ruiz, Francisco; 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; 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)

Borchani, Hanen; Larrañaga, Pedro; Gama,; Bielza, Concha

Mining multi-dimensional concept-drifting data streams using Bayesian network classifiers (Journal Article)

Intelligent Data Analysis, 20 , 2016.

(Links | BibTeX | Tags: CASI CAM CM, CIG UPM, Journal)

2015

Journal Articles

Mihaljević, Bojan; Benavides-Piccione, Ruth; Guerra, Luis; DeFelipe, Javier; Larrañaga, Pedro; Bielza, Concha

Classifying GABAergic interneurons with semi-supervised projected model-based clustering. (Journal Article)

Artificial intelligence in medicine, 65 (1), pp. 49–59, 2015, ISSN: 1873-2860.

(Abstract | Links | BibTeX | Tags: Automatic neuron classification, CASI CAM CM, Cerebral cortex, CIG UPM, Gaussian mixture models, Journal, Semi-supervised projected clustering)

Borchani, Hanen; Varando, Gherardo; Bielza, Concha; Larrañaga, Pedro

A survey on multi-output regression (Journal Article)

Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 5 (5), pp. 216–233, 2015, ISSN: 19424787.

(Abstract | Links | BibTeX | Tags: algorithm adaptation methods, CASI CAM CM, CIG UPM, Journal, Multi-output regression, multi-target regression, performance evaluation measure, problem transformation methods)

Varando, Gherardo; Bielza, Concha; Larrañaga, Pedro

Decision functions for chain classifiers based on Bayesian networks for multi-label classification (Journal Article)

International Journal of Approximate Reasoning, 2015, ISSN: 0888613X.

(Abstract | Links | BibTeX | Tags: CASI CAM CM, CIG UPM, Journal)

Ruiz, Francisco; 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)

Ruiz, Francisco; 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)

Varando, Gherardo; López-Cruz, Pedro; Nielsen, Thomas; Larrañaga, Pedro; Bielza, Concha

Conditional Density Approximations with Mixtures of Polynomials (Journal Article)

International Journal of Intelligent Systems, 30 (3), pp. 236–264, 2015, ISSN: 08848173.

(Abstract | Links | BibTeX | Tags: CASI CAM CM, CIG UPM, Journal)

Varando, Gherardo; Bielza, Concha; Larrañaga, Pedro

Decision boundary for discrete Bayesian network classifiers (Journal Article)

Journal of Machine Learning Research, 2015.

(Abstract | Links | BibTeX | Tags: Bayesian networks, CASI CAM CM, CIG UPM, decision boundary, Journal, Lagrange basis, polynomial, supervised classi cation, threshold function)

Inproceedings

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

Infinite Factorial Dynamical Model (Inproceeding)

Advances in Neural Information Processing Systems, pp. 1657–1665, Montreal, 2015.

(Abstract | Links | BibTeX | Tags: CASI CAM CM, GAMMA-L+ UC3M)