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2017

Journal Articles

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)

Vázquez, Manuel A; 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)

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

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

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

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

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

2016

Journal Articles

Vázquez, Manuel A; 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

Pradier, Melanie; Olmos, Pablo M; 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

Song, Yang; Schreier, Peter J; 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

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

Martino, Luca; Elvira, Victor; Luengo, David; Corander, Jukka; Louzada, Francisco

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

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 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

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

Bocharova, Irina E; i Fàbregas, Albert Guillén; Kudryashov, Boris D; 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

Míguez, Joaquín; Vázquez, Manuel A

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

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

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

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

Martín-Fernández, L; Ruiz, D P; Torija, A J; 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

Valera, Isabel; Ruiz, Francisco J R; Olmos, Pablo M; 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

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

Borchani, Hanen; Larrañaga, Pedro; Gama, J; 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

Pradier, Melanie; Ruiz, Francisco J R; 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

2015

Journal Articles

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

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 F

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

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

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

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

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 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

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

Read, Jesse; Martino, Luca; Olmos, Pablo M; 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

Olmos, Pablo M; Urbanke, Rudiger L

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

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

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

Varando, Gherardo; López-Cruz, Pedro L; Nielsen, Thomas D; 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

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

Bravo-Santos, Ángel M; Djuric, Petar M

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

Manzano, Mario; Espinosa, Felipe; Bravo-Santos, Ángel M; 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