List of Publications (2008-2017)

306 entries « 2 of 7 »

2015

Journal Articles

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)

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)

Martín-Fernández, Laura; Ruiz, Diego; Torija, Antonio; Miguez, Joaquin

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

Journal of Environmental Informatics, January 20 , 2015, ISSN: 1726-2135.

(Abstract | Links | BibTeX | Tags: )

Bravo-Santos, Ángel; Djuric, Petar

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, Mesh networks, Modulation, Relays, spread spectrum communication, Wireless communication)

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)

Dashi,; Yiu,; Yousefi, Siamak; Perez-Cruz, Fernando; Claussen,

RSSI Localization with Gaussian Processes and Tracking (Inproceeding)

IEEE Globecom, San Diego, 2015.

(Links | BibTeX | Tags: )

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

Bias correction for distributed Bayesian estimators (Inproceeding)

2015 IEEE 6th International Workshop on Computational Advances in Multi-Sensor Adaptive Processing (CAMSAP), pp. 253–256, IEEE, Cancun, 2015, ISBN: 978-1-4799-1963-5.

(Abstract | Links | BibTeX | Tags: Bayes methods, Big data, Distributed databases, Estimation, Probability density function, Wireless Sensor Networks)

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

On Sample Generation and Weight Calculation in Multiple Importance Sampling (Inproceeding)

IEEE Conference on Signals, Systems, and Computers (ASILOMAR 2015), Pacific Groove, 2015.

(Abstract | Links | BibTeX | Tags: )

Acer, Utku Gunay; Boran, Aidan; Forlivesi, Claudio; Liekens, Werner; Perez-cruz, Fernando; Kawsar, Fahim

Sensing WiFi Network for Personal IoT Analytics (Inproceeding)

2015 5th International Conference on the Internet of Things (IOT), pp. 104–111, IEEE, Seoul, 2015, ISBN: 978-1-4673-8056-0.

(Abstract | Links | BibTeX | Tags: Accelerometers, cloud based query server, cloud computing, data transport mechanism, digital signatures, Distance measurement, Internet of Things, internetworking, IoT analytic, Logic gates, Mobile communication, motion signatures, network servers, Probes, proximity ranging algorithm, Search problems, telecommunication network management, WiFi gateway captures, WiFi management probes, WiFi network, wireless LAN)

Luengo, David; Ríos-Muñoz, Gonzalo; Elvira, Victor

Causality Analysis of Atrial Fibrillation Electrograms (Inproceeding)

Computing in Cardiology, Nice, 2015.

(Links | BibTeX | Tags: )

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

A Bayesian Nonparametric Approach for Blind Multiuser Channel Estimation (Inproceeding)

2015 23rd European Signal Processing Conference (EUSIPCO), pp. 2766–2770, IEEE, Nice, 2015, ISBN: 978-0-9928-6263-3.

(Abstract | Links | BibTeX | Tags: Bayes methods, Bayesian nonparametric, communication systems, factorial HMM, Hidden Markov models, machine-to-machine, multiuser communication, Receiving antennas, Signal to noise ratio, Transmitters)

Santos, Irene; Murillo-Fuentes, Juan Jose; Olmos, Pablo

Block Expectation Propagation Equalization for ISI Channels (Inproceeding)

2015 23rd European Signal Processing Conference (EUSIPCO), pp. 379–383, IEEE, Nice, 2015, ISBN: 978-0-9928-6263-3.

(Abstract | Links | BibTeX | Tags: Approximation algorithms, Approximation methods, BCJR algorithm, channel equalization, Complexity theory, Decoding, Equalizers, expectation propagation, ISI, low complexity, Signal processing algorithms)

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

Parallel interacting Markov adaptive importance sampling (Inproceeding)

2015 23rd European Signal Processing Conference (EUSIPCO), pp. 499–503, IEEE, Nice, 2015, ISBN: 978-0-9928-6263-3.

(Abstract | Links | BibTeX | Tags: Adaptive importance sampling, Bayesian inference, MCMC methods, Monte Carlo methods, Parallel Chains, Probability density function, Proposals, Signal processing, Signal processing algorithms, Sociology)

Olmos, Pablo; Mitchell, David; Costello, Daniel

Analyzing the Finite-Length Performance of Generalized LDPC Codes (Inproceeding)

2015 IEEE International Symposium on Information Theory (ISIT), pp. 2683–2687, IEEE, Hong Kong, 2015, ISBN: 978-1-4673-7704-1.

(Abstract | Links | BibTeX | Tags: BEC, binary codes, binary erasure channel, Block codes, Codes on graphs, Decoding, Differential equations, error probability, finite-length generalized LDPC block codes, finite-length performance analysis, generalized LDPC codes, generalized peeling decoder, GLDPC block codes, graph degree distribution, graph theory, Iterative decoding, parity check codes, protographs)

Stinner, Markus; Olmos, Pablo

Finite-Length Performance of Multi-Edge Protograph-Based Spatially Coupled LDPC Codes (Inproceeding)

2015 IEEE International Symposium on Information Theory (ISIT), pp. 889–893, IEEE, Hong Kong, 2015, ISBN: 978-1-4673-7704-1.

(Abstract | Links | BibTeX | Tags: binary erasure channel, Block codes, Couplings, Decoding, Error analysis, finite length performance, finite-length performance, graph theory, Iterative decoding, low density parity check codes, multiedge protograph, parity check codes, spatially coupled LDPC codes, spatially-coupled LDPC codes, Steady-state)

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

A derivation of the Cost-Constrained Sphere-Packing Exponent (Inproceeding)

2015 IEEE International Symposium on Information Theory (ISIT), pp. 929–933, IEEE, Hong Kong, 2015, ISBN: 978-1-4673-7704-1.

(Links | BibTeX | Tags: Channel Coding, channel-coding cost-constrained sphere-packing exp, continuous channel, continuous memoryless channel, cost constraint, error probability, hypothesis testing, Lead, Memoryless systems, Optimization, per-codeword cost constraint, reliability function, spherepacking exponent, Testing)

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

A Gradient Adaptive Population Importance Sampler (Inproceeding)

2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 4075–4079, IEEE, Brisbane, 2015, ISBN: 978-1-4673-6997-8.

(Abstract | Links | BibTeX | Tags: adaptive extensions, adaptive importance sampler, Adaptive importance sampling, gradient adaptive population, gradient matrix, Hamiltonian Monte Carlo, Hessian matrices, Hessian matrix, learning (artificial intelligence), Machine learning, MC methods, Monte Carlo, Monte Carlo methods, population Monte Carlo (PMC), proposal densities, Signal processing, Sociology, statistics, target distribution)

Fernandez-Bes, Jesus; Elvira, Victor; Van Vaerenbergh, Steven

A Probabilistic Least-Mean-Squares Filter (Inproceeding)

2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 2199–2203, IEEE, Brisbane, 2015, ISBN: 978-1-4673-6997-8.

(Abstract | Links | BibTeX | Tags: adaptable step size LMS algorithm, Adaptation models, adaptive filtering, Approximation algorithms, Bayesian machine learning techniques, efficient approximation algorithm, filtering theory, Least squares approximations, least-mean-squares, probabilistic least mean squares filter, Probabilistic logic, probabilisticmodels, Probability, Signal processing algorithms, Standards, state-space models)

Martino, Luca; Elvira, Victor; Luengo, David; Artés-Rodríguez, Antonio; Corander,

Smelly Parallel MCMC Chains (Inproceeding)

2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 4070–4074, IEEE, Brisbane, 2015, ISBN: 978-1-4673-6997-8.

(Abstract | Links | BibTeX | Tags: Bayesian inference, learning (artificial intelligence), Machine learning, Markov chain Monte Carlo, Markov chain Monte Carlo algorithms, Markov processes, MC methods, MCMC algorithms, MCMC scheme, mean square error, mean square error methods, Monte Carlo methods, optimisation, parallel and interacting chains, Probability density function, Proposals, robustness, Sampling methods, Signal processing, Signal processing algorithms, signal sampling, smelly parallel chains, smelly parallel MCMC chains, Stochastic optimization)

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

Efficient Linear Combination of Partial Monte Carlo Estimators (Inproceeding)

2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 4100–4104, IEEE, Brisbane, 2015, ISBN: 978-1-4673-6997-8.

(Abstract | Links | BibTeX | Tags: covariance matrices, efficient linear combination, Estimation, fusion, Global estimator, global estimators, least mean squares methods, linear combination, minimum mean squared error estimators, Monte Carlo estimation, Monte Carlo methods, partial estimator, partial Monte Carlo estimators, Xenon)

Nazabal, Alfredo; Artés-Rodríguez, Antonio

Discriminative spectral learning of hidden markov models for human activity recognition (Inproceeding)

2015 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp. 1966–1970, IEEE, Brisbane, 2015, ISBN: 978-1-4673-6997-8.

(Abstract | Links | BibTeX | Tags: Accuracy, Bayesian estimation, classify sequential data, Data models, Databases, Discriminative learning, discriminative spectral learning, Hidden Markov models, HMM parameters, Human activity recognition, learning (artificial intelligence), maximum likelihood, maximum likelihood estimation, ML, moment matching learning technique, Observable operator models, sensors, Spectral algorithm, spectral learning, Speech recognition, Training)

Perez-Cruz, Fernando; Huang, Howard

A Blind Nonparametric Non-line of Sight Bias Model for Accurate Localization (Inproceeding)

Information Theory and Applications (ITA), San Diego, 2015.

(Abstract | Links | BibTeX | Tags: )

2014

Journal Articles

Santiago-Mozos, Ricardo; Perez-Cruz, Fernando; Madden, Michael; Artés-Rodríguez, Antonio

An Automated Screening System for Tuberculosis (Journal Article)

IEEE journal of biomedical and health informatics, 18 (3), pp. 855-862, 2014, ISSN: 2168-2208.

(Abstract | Links | BibTeX | Tags: Automated screening, Bayesian, Decision making, Sequential analysis, Tuberculosis)

Impedovo, Sebastiano; Liu, Cheng-Lin; Impedovo, Donato; Pirlo, Giuseppe; Read, Jesse; Martino, Luca; Luengo, David

Efficient Monte Carlo Methods for Multi-Dimensional Learning with Classifier Chains (Journal Article)

Pattern Recognition, 47 (3), pp. 1535–1546, 2014.

(Abstract | Links | BibTeX | Tags: Bayesian inference, Classifier chains, Monte Carlo methods, Multi-dimensional classification, Multi-label classification)

Read, Jesse; Achutegui, Katrin; Miguez, Joaquin

A Distributed Particle Filter for Nonlinear Tracking in Wireless Sensor Networks (Journal Article)

Signal Processing, 98 , pp. 121–134, 2014.

(Abstract | Links | BibTeX | Tags: Distributed filtering, Target tracking, Wireless sensor network)

Alvarado, Alex; Brannstrom, Fredrik; Agrell, Erik; Koch, Tobias

High-SNR Asymptotics of Mutual Information for Discrete Constellations With Applications to BICM (Journal Article)

IEEE Transactions on Information Theory, 60 (2), pp. 1061–1076, 2014, ISSN: 0018-9448.

(Abstract | Links | BibTeX | Tags: additive white Gaussian noise channel, Anti-Gray code, bit-interleaved coded modulation, discrete constellations, Entropy, Gray code, high-SNR asymptotics, IP networks, Labeling, minimum-mean square error, Modulation, Mutual information, Signal to noise ratio, Vectors)

Martin-Fernandez,; Gilioli,; Lanzarone,; Miguez, Joaquin; Pasquali,; Ruggeri,; Ruiz,

A Rao-Blackwellized Particle Filter for Joint Parameter Estimation and Biomass Tracking in a Stochastic Predator-Prey System (Journal Article)

Mathematical Biosciences and Engineering, 11 (3), pp. 573–597, 2014.

(Abstract | Links | BibTeX | Tags: )

Piñeiro-Ave, José; Blanco-Velasco, Manuel; Cruz-Roldán, Fernando; Artés-Rodríguez, Antonio

Target Detection for Low Cost Uncooled MWIR Cameras Based on Empirical Mode Decomposition (Journal Article)

Infrared Physics & Technology, 63 , pp. 222–231, 2014, ISSN: 13504495.

(Abstract | Links | BibTeX | Tags: Background subtraction, Change detection, Denoising, Drift, Empirical Mode Decomposition (EMD), Intrinsic Mode Function (IMF))

Koblents, Eugenia; Miguez, Joaquin

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

Statistics and Computing, ((to appear)), 2014, ISSN: 0960-3174.

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

Crisan, Dan; Miguez, Joaquin

Particle-Kernel Estimation of the Filter Density in State-Space Models (Journal Article)

Bernoulli, (to appear , 2014.

(Abstract | Links | BibTeX | Tags: density estimation, Markov systems., Models, Sequential Monte Carlo, state-space, stochastic filtering)

Ruiz, Francisco; 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)

Gil Taborda, Camilo; Guo, Dongning; Perez-Cruz, Fernando

Information--Estimation Relationships over Binomial and Negative Binomial Models (Journal Article)

IEEE Transactions on Information Theory, to appear , pp. 1–1, 2014, ISSN: 0018-9448.

(Abstract | Links | BibTeX | Tags: ALCIT)

O'Mahony, Niamh; Florentino-Liaño, Blanca; Carballo, Juan; Baca-García, Enrique; Artés-Rodríguez, Antonio

Objective diagnosis of ADHD using IMUs (Journal Article)

Medical engineering & physics, 36 (7), pp. 922–6, 2014, ISSN: 1873-4030.

(Abstract | Links | BibTeX | Tags: Attention deficit/hyperactivity disorder, Classification, Inertial sensors, Machine learning, Objective diagnosis)

Montoya-Martinez, Jair; Artés-Rodríguez, Antonio; Pontil, Massimiliano; Kai Hansen, Lars

A Regularized Matrix Factorization Approach to Induce Structured Sparse-Low Rank Solutions in the EEG Inverse Problem (Journal Article)

EURASIP Journal on Advances in Signal Processing, 2014 (1), pp. 97, 2014, ISSN: 1687-6180.

(Abstract | Links | BibTeX | Tags: Low rank, Matrix factorization, Nonsmooth-nonconvex optimization, Regularization, Structured sparsity)

Pastore A,; Koch, Tobias; Fonollosa, Javier Rodriguez

A Rate-Splitting Approach to Fading Channels With Imperfect Channel-State Information (Journal Article)

IEEE Transactions on Information Theory, 60 (7), pp. 4266–4285, 2014, ISSN: 0018-9448.

(Abstract | Links | BibTeX | Tags: channel capacity, COMONSENS, DEIPRO, Entropy, Fading, fading channels, flat fading, imperfect channel-state information, MobileNET, Mutual information, OTOSiS, Random variables, Receivers, Signal to noise ratio, Upper bound)

Tauste Campo,; Vazquez-Vilar, Gonzalo; Guillen i Fabregas, Albert; Koch, Tobias; Martinez,

A Derivation of the Source-Channel Error Exponent Using Nonidentical Product Distributions (Journal Article)

IEEE Transactions on Information Theory, 60 (6), pp. 3209–3217, 2014, ISSN: 0018-9448.

(Abstract | Links | BibTeX | Tags: ALCIT, Channel Coding, COMONSENS, DEIPRO, error probability, joint source-channel coding, Joints, MobileNET, Probability distribution, product distributions, random coding, Reliability, reliability function, sphere-packing bound, Upper bound)

Yang,; Durisi, Giuseppe; Koch, Tobias; Polyanskiy, Yury

Quasi-Static Multiple-Antenna Fading Channels at Finite Blocklength (Journal Article)

IEEE Transactions on Information Theory, 60 (7), pp. 4232–4265, 2014, ISSN: 0018-9448.

(Abstract | Links | BibTeX | Tags: channel dispersion, Decoding, error probability, finite blocklength regime, MIMO, MIMO channel, outage probability, quasi-static fading channel, Rayleigh channels, Receivers, Transmitters)

Cespedes, Javier; Olmos, Pablo; Sanchez-Fernandez, Matilde; Perez-Cruz, Fernando

Expectation Propagation Detection for High-order High-dimensional MIMO Systems (Journal Article)

IEEE Transactions on Communications, PP (99), pp. 1–1, 2014, ISSN: 0090-6778.

(Abstract | Links | BibTeX | Tags: Approximation methods, computational complexity, Detectors, MIMO, Signal to noise ratio, Vectors)

Read, Jesse; Bielza, Concha; Larranaga, Pedro

Multi-Dimensional Classification with Super-Classes (Journal Article)

IEEE Transactions on Knowledge and Data Engineering, 26 (7), pp. 1720–1733, 2014, ISSN: 1041-4347.

(Abstract | Links | BibTeX | Tags: Accuracy, Bayes methods, Classification, COMPRHENSION, conditional dependence, Context, core goals, data instance, evaluation metrics, Integrated circuit modeling, modeling class dependencies, multi-dimensional, Multi-dimensional classification, multidimensional classification problem, multidimensional datasets, multidimensional learners, multilabel classification, multilabel research, multiple class variables, ordinary class, pattern classification, problem transformation, recently-popularized task, super classes, super-class partitions, tractable running time, Training, Vectors)

Salamanca, Luis; Murillo-Fuentes, Juan; Olmos, Pablo; Perez-Cruz, Fernando; Verdu, Sergio

Near DT Bound Achieving Linear Codes in the Short Blocklength Regime (Journal Article)

IEEE Communications Letters, PP (99), pp. 1–1, 2014, ISSN: 1089-7798.

(Abstract | Links | BibTeX | Tags: binary erasure channel, Channel Coding, Complexity theory, finite blocklength regime, LDPC codes, Maximum likelihood decoding, ML decoding, parity check codes, random coding)

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

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

2014.

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

Inproceedings

Farajtabar, Mehrdad; Du, Nan; Gomez-rodriguez, Manuel; Valera, Isabel; Zha, Hongyuan; Song, Le

Shaping Social Activity by Incentivizing Users (Inproceeding)

Advances in Neural Information Processing Systems, pp. 2474–2482, Montreal, 2014.

(Abstract | Links | BibTeX | Tags: )

Taborda, Camilo; Perez-Cruz, Fernando; Guo, Dongning

New Information-Estimation Results for Poisson, Binomial and Negative Binomial Models (Inproceeding)

2014 IEEE International Symposium on Information Theory, pp. 2207–2211, IEEE, Honolulu, 2014, ISBN: 978-1-4799-5186-4.

(Abstract | Links | BibTeX | Tags: Bregman divergence, Estimation, estimation measures, Gaussian models, Gaussian processes, information measures, information theory, information-estimation results, negative binomial models, Poisson models, Stochastic processes)

Miguez, Joaquin

On the uniform asymptotic convergence of a distributed particle filter (Inproceeding)

2014 IEEE 8th Sensor Array and Multichannel Signal Processing Workshop (SAM), pp. 241–244, IEEE, A Coruña, 2014, ISBN: 978-1-4799-1481-4.

(Abstract | Links | BibTeX | Tags: ad hoc networks, Approximation algorithms, approximation errors, Approximation methods, classical convergence theorems, Convergence, convergence of numerical methods, distributed particle filter scheme, distributed signal processing algorithms, Monte Carlo methods, parallel computing systems, particle filtering (numerical methods), Signal processing, Signal processing algorithms, stability assumptions, uniform asymptotic convergence, Wireless Sensor Networks, WSNs)

Crisan, Dan; Miguez, Joaquin

Nested Particle Filters for Sequential Parameter Estimation in Discrete-time State-space Models (Inproceeding)

SIAM 2014 Conference on Uncertainty Quantification, Savannah, 2014.

(Abstract | BibTeX | Tags: )

Martino, Luca; Elvira, Víctor; Luengo, David

An Adaptive Population Importance Sampler (Inproceeding)

IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2014), Florencia, 2014.

(Links | BibTeX | Tags: ALCIT, COMPREHENSION)

Pastore, Adriano; Koch, Tobias; Fonollosa, Javier Rodriguez

A Rate-Splitting Approach to Fading Multiple-Access Channels with Imperfect Channel-State Information (Inproceeding)

International Zurich Seminar on Communications (IZS), Zurich, 2014.

(Abstract | Links | BibTeX | Tags: ALCIT)

Montoya-Martinez, Jair; Artés-Rodríguez, Antonio; Pontil, Massimiliano

Structured Sparse-Low Rank Matrix Factorization for the EEG Inverse Problem (Inproceeding)

4th International Workshop on Cognitive Information Processing (CIP 2014), Copenhagen, 2014.

(Abstract | Links | BibTeX | Tags: )

306 entries « 2 of 7 »