List of Publications (2008-2017)

Show all

2017

Journal Articles

Elvira, Victor; Martino, Luca; Luengo, David; Bugallo, Monica

Improving Population Monte Carlo: Alternative Weighting and Resampling Schemes (Journal Article)

Signal Processing, 131 , pp. 77–91, 2017, ISSN: 01651684.

(Abstract | Links | BibTeX | Tags: Adaptive importance sampling, Journal, population Monte Carlo, Proposal distribution, Resampling)

Vázquez, Manuel; Míguez, Joaquín

A Robust Scheme for Distributed Particle Filtering in Wireless Sensors Networks (Journal Article)

Signal Processing, 131 , pp. 190–201, 2017, ISSN: 01651684.

(Abstract | Links | BibTeX | Tags: Distributed particle filtering (DPF), Journal, Median posterior, Robust statistics, Sequential Monte Carlo Methods (SMC), Wireless sensors networks (WSNs))

Yiu, Simon; Dashti, Marzieh; Claussen, Holger; Perez-Cruz, Fernando

Wireless RSSI Fingerprinting Localization (Journal Article)

Signal Processing, 131 , pp. 235–244, 2017, ISSN: 01651684.

(Abstract | Links | BibTeX | Tags: Fingerprinting localization, Gaussian Process, Journal, Location-based service (LBS), Machine learning, Non-parametric model, Pathloss model, Received signal strength indicator (RSSI))

Santos, Irene; Murillo-Fuentes, Juan Jose; Boloix-Tortosa, Rafael; Arias-de-Reyna, Eva; Olmos, Pablo

Expectation Propagation as Turbo Equalizer in ISI Channels (Journal Article)

IEEE Transactions on Communications, 65 (1), pp. 360–370, 2017, ISSN: 0090-6778.

(Abstract | Links | BibTeX | Tags: BCJR, complex-valued, Expectation propagation (EP), ISI, Journal, turbo equalization)

Martino, Luca; Read, Jesse; Elvira, Victor; Louzada, Francisco

Cooperative Parallel Particle Filters for Online Model Selection and Applications to Urban Mobility (Journal Article)

Digital Signal Processing, 60 , pp. 172–185, 2017, ISSN: 10512004.

(Abstract | Links | BibTeX | Tags: Distributed inference, Journal, Marginal likelihood estimation, Modality detection, Parallel particle filters, Sequential model selection, Urban mobility)

2016

Journal Articles

Pradier, Melanie; Olmos, Pablo; Perez-Cruz, Fernando

Entropy-Constrained Scalar Quantization with a Lossy-Compressed Bit (Journal Article)

Entropy, 18 (12), pp. 449, 2016, ISSN: 1099-4300.

(Abstract | Links | BibTeX | Tags: Journal, scalar quantization, source coding)

Vázquez, Manuel; Míguez, Joaquín

On the Use of the Channel Second-Order Statistics in MMSE Receivers for Time- and Frequency-Selective MIMO Transmission Systems (Journal Article)

EURASIP Journal on Wireless Communications and Networking, 2016 (1), 2016.

(Abstract | Links | BibTeX | Tags: data estimation, Joint channel, Journal, MIMO, MMSE, Second-order statistics)

Martino,; Elvira, Victor; Luengo, David; Corander,; Louzada,

Orthogonal Parallel MCMC Methods for Sampling and Optimization (Journal Article)

Digital Signal Processing, 58 , pp. 64–84, 2016, ISSN: 10512004.

(Abstract | Links | BibTeX | Tags: Bayesian inference, Block Independent Metropolis, Journal, Optimization, Parallel Markov Chain Monte Carlo, Parallel Multiple Try Metropolis, Parallel Simulated Annealing, Recycling samples)

Koch, Tobias

The Shannon Lower Bound Is Asymptotically Tight (Journal Article)

IEEE Transactions on Information Theory, 62 (11), pp. 6155–6161, 2016, ISSN: 0018-9448.

(Abstract | Links | BibTeX | Tags: Journal, Rate-distortion theory, R{é}nyi information dimension, Shannon lower bound)

Song, Yang; Schreier, Peter; Ramírez, David; Hasija, Tanuj

Canonical Correlation Analysis of High-Dimensional Data With Very Small Sample Support (Journal Article)

Signal Processing, 128 , pp. 449–458, 2016, ISSN: 01651684.

(Abstract | Links | BibTeX | Tags: Bartlett-Lawley statistic, Canonical correlation analysis, Journal, Model-order selection, Principal component analysis, Small sample support)

Bocharova, Irina; i Fàbregas, Albert Guillén; Kudryashov, Boris; Martinez, Alfonso; Campo, Adria Tauste; Vazquez-Vilar, Gonzalo

Multi-Class Source-Channel Coding (Journal Article)

IEEE Transactions on Information Theory, 62 (9), pp. 5093 – 5104, 2016.

(Abstract | Links | BibTeX | Tags: Channel Coding, Complexity theory, error probability, Indexes, Journal, Maximum likelihood decoding)

Durisi, Giuseppe; Koch, Tobias; Popovski, Petar

Towards Massive, Ultra-Reliable, and Low-Latency Wireless Communication with Short Packets (Journal Article)

Proceedings of the IEEE, 104 (9), pp. 1711 – 1726, 2016.

(Abstract | Links | BibTeX | Tags: finite blocklength, Journal, massive M2M communication, short packets, ultrareliable communication (URC), Wireless 5G systems)

Nazábal, Alfredo; Garcia-Moreno, Pablo; Artés-Rodríguez, Antonio; Ghahramani, Zoubin

Human Activity Recognition by Combining a Small Number of Classifiers. (Journal Article)

IEEE journal of biomedical and health informatics, 20 (5), pp. 1342 – 1351, 2016, ISSN: 2168-2208.

(Abstract | Links | BibTeX | Tags: Bayes methods, Bayesian inference, Biological system modeling, Classifier combination, Databases, Estimation, Hidden Markov models, Journal, Sensor systems)

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)

Vazquez-Vilar, Gonzalo; Tauste Campo, Adria; Guillen i Fabregas, Albert; Martinez, Alfonso

Bayesian M-Ary Hypothesis Testing: The Meta-Converse and Verdú-Han Bounds Are Tight (Journal Article)

IEEE Transactions on Information Theory, 62 (5), pp. 2324–2333, 2016, ISSN: 0018-9448.

(Abstract | Links | BibTeX | Tags: Bayes methods, Channel Coding, Electronic mail, error probability, Journal, Random variables, Testing)

Míguez, Joaquín; Vázquez, Manuel

A Proof of Uniform Convergence Over Time for a Distributed Particle Filter (Journal Article)

Signal Processing, 122 , pp. 152–163, 2016, ISSN: 01651684.

(Abstract | Links | BibTeX | Tags: Convergence analysis, Distributed algorithms, Journal, Parallelization, Particle filtering, Wireless Sensor Networks)

Martín-Fernández,; Ruiz,; Torija,; Miguez, Joaquin

A Bayesian Method for Model Selection in Environmental Noise Prediction (Journal Article)

Journal of Environmental Informatics, 27 (1), pp. 31–42, 2016, ISSN: 1726-2135.

(Abstract | Links | BibTeX | Tags: Journal)

Martino,; Elvira, Victor; Luengo, David; Corander,

Layered adaptive importance sampling (Journal Article)

Statistics and Computing, pp. 1–25, 2016, ISSN: 0960-3174.

(Abstract | Links | BibTeX | Tags: Bayesian inference Adaptive importance sampling Po, Journal)

Valera, Isabel; Ruiz, Francisco; Olmos, Pablo; Blanco, Carlos; Perez-Cruz, Fernando

Infinite Continuous Feature Model for Psychiatric Comorbidity Analysis. (Journal Article)

Neural computation, 28 (2), pp. 354–381, 2016, ISSN: 1530-888X.

(Abstract | Links | BibTeX | Tags: Journal)

Durisi, Giuseppe; Koch, Tobias; Ostman, Johan; Polyanskiy, Yury; Yang, Wei

Short-Packet Communications Over Multiple-Antenna Rayleigh-Fading Channels (Journal Article)

IEEE Transactions on Communications, 64 (2), pp. 618–629, 2016, ISSN: 0090-6778.

(Abstract | Links | BibTeX | Tags: diversity branches, Encoding, ergodic capacity, Fading, fading channels, finite-blocklength information theory, finiteblocklength information theory, infinite-blocklength performance metrics, Journal, machine-type communication systems, maximum coding rate, Mission critical systems, mission-critical machine-type communications, multiple antennas, multiple-antenna Rayleigh block-fading channels, Multiplexing, optimal number, outage capacity, rate gain, Rayleigh channels, Receivers, Reliability, short-packet communications, spatial multiplexing, Throughput, Time-frequency analysis, time-frequency-spatial degrees of freedom, transmit antennas, transmit diversity, Transmitting antennas, Ultra-reliable low-latency communications)

F. Pradier, Melanie; J. R. Ruiz, Francisco; Perez-Cruz, Fernando

Prior Design for Dependent Dirichlet Processes: An Application to Marathon Modeling (Journal Article)

PLOS ONE, 11 (1), pp. e0147402, 2016, ISSN: 1932-6203.

(Abstract | Links | BibTeX | Tags: Journal)

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)

Asheghan, Mohammad Mostafa; Míguez, Joaquín

Stability Analysis and Robust Control of Heart Beat Rate During Treadmill Exercise (Journal Article)

Automatica, 63 , pp. 311–320, 2016, ISSN: 00051098.

(Abstract | Links | BibTeX | Tags: Cardiovascular system, Journal, Nonlinear systems, Robust control)

2015

Journal Articles

Guzman, Borja Genoves; Serrano, Alejandro Lancho; Jimenez, Víctor Gil

Cooperative Optical Wireless Transmission for Improving Performance in Indoor Scenarios for Visible Light Communications (Journal Article)

IEEE Transactions on Consumer Electronics, 61 (4), pp. 393–401, 2015, ISSN: 0098-3063.

(Abstract | Links | BibTeX | Tags: CoMP, Cooperative transmission andreception, Interference, Journal, Nonlinear optics, Optical receivers, Proposals, Pulse Position Division Multiplexing, Radio frequency, VLC, Wireless communication)

Elvira, Victor; Martino, Luca; Luengo, David; Bugallo, Monica

Efficient Multiple Importance Sampling Estimators (Journal Article)

IEEE Signal Processing Letters, 22 (10), pp. 1757–1761, 2015, ISSN: 1070-9908.

(Abstract | Links | BibTeX | Tags: Adaptive importance sampling, classical mixture approach, computational complexity, Computational efficiency, Computer Simulation, deterministic mixture, estimation theory, Journal, Monte Carlo methods, multiple importance sampling, multiple importance sampling estimator, partial deterministic mixture MIS estimator, Proposals, signal sampling, Sociology, Standards, variance reduction, weight calculation)

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)

Martino, Luca; Elvira, Victor; Luengo, David; Corander,

An Adaptive Population Importance Sampler: Learning From Uncertainty (Journal Article)

IEEE Transactions on Signal Processing, 63 (16), pp. 4422–4437, 2015, ISSN: 1053-587X.

(Abstract | Links | BibTeX | Tags: Adaptive importance sampling, adaptive multiple IS, adaptive population importance sampler, AMIS, APIS, Estimation, Importance sampling, IS estimators, iterative estimation, iterative methods, Journal, MC methods, Monte Carlo (MC) methods, Monte Carlo methods, population Monte Carlo, Proposals, Signal processing algorithms, simple temporal adaptation, Sociology, Standards, Wireless sensor network, Wireless Sensor Networks)

Moreno, Pablo; 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)

Read, Jesse; Martino, Luca; Olmos, Pablo; Luengo, David

Scalable Multi-Output Label Prediction: From Classifier Chains to Classifier Trellises (Journal Article)

Pattern Recognition, 48 (6), pp. 2096–2106, 2015.

(Abstract | Links | BibTeX | Tags: Bayesian networks, classifer chains, Journal, Multi-label classification, multi-output prediction, structured inference)

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)

Olmos, Pablo; Urbanke, Rudiger

A Scaling Law to Predict the Finite-Length Performance of Spatially-Coupled LDPC Codes (Journal Article)

IEEE Transactions on Information Theory, 61 (6), pp. 3164–3184, 2015, ISSN: 0018-9448.

(Abstract | Links | BibTeX | Tags: asymptotic analysis, asymptotic properties, binary erasure channel, Channel Coding, Codes on graphs, Couplings, Decoding, Differential equations, error probability, finite length performance, finite length spatially coupled code, finite-length code performance, finite-length performance, Iterative decoding, iterative decoding thresholds, Journal, parity check codes, Probability, SC-LDPC codes, scaling law, Sockets, spatially coupled LDPC codes, spatially-coupled LDPC codes)

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)

Koblents, Eugenia; Miguez, Joaquin

A Population Monte Carlo Scheme with Transformed Weights and Its Application to Stochastic Kinetic Models (Journal Article)

Statistics and Computing, 25 (2), pp. 407–425, 2015, ISSN: 0960-3174.

(Abstract | Links | BibTeX | Tags: COMPREHENSION, degeneracy of importance weights, Importance sampling, Journal, population Monte Carlo, Stochastic kinetic models)

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)

Bravo-Santos, Ángel; Djuric,

Detectors for Cooperative Mesh Networks with Decode-and-Forward Relays (Journal Article)

IEEE Transactions on Signal Processing, 63 (1), pp. 5–17, 2015, ISSN: 1053-587X.

(Abstract | Links | BibTeX | Tags: Cooperative systems, Detectors, Journal, Mesh networks, Modulation, Relays, spread spectrum communication, Wireless communication)

Luengo, David; Monzon, Sandra; Trigano, Tom; Vía, Javier; Artés-Rodríguez, Antonio

Blind Analysis of Atrial Fibrillation Electrograms: A Sparsity-Aware Formulation (Journal Article)

Integrated Computer-Aided Engineering, 22 (1), pp. 71–85, 2015.

(Abstract | Links | BibTeX | Tags: atrial fibrillation, biomedical signal processing, 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)

Manzano, Mario; Espinosa, Felipe; Bravo-Santos, Ángel; Gardel-Vicente, Alfredo

Cognitive Self-Scheduled Mechanism for Access Control in Noisy Vehicular Ad Hoc Networks (Journal Article)

Mathematical Problems in Engineering., 2015 , pp. 1–12, 2015.

(Abstract | Links | BibTeX | Tags: Journal)