Sabine Van Huffel

According to our database1, Sabine Van Huffel authored at least 287 papers between 1989 and 2019.

Collaborative distances:

Awards

IEEE Fellow

IEEE Fellow 2009, "For contributions to total least squares fitting and computational biosignal processing".

Timeline

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Bibliography

2019
Unconstrained Estimation of HRV Indices After Removing Respiratory Influences From Heart Rate.
IEEE J. Biomedical and Health Informatics, 2019

A Machine-Learning Approach for Detection and Quantification of QRS Fragmentation.
IEEE J. Biomedical and Health Informatics, 2019

Automatic Screening of Sleep Apnea Patients Based on the SpO2 Signal.
IEEE J. Biomedical and Health Informatics, 2019

Nonconvulsive Epileptic Seizure Detection in Scalp EEG Using Multiway Data Analysis.
IEEE J. Biomedical and Health Informatics, 2019

Image Denoising Based on Nonlocal Bayesian Singular Value Thresholding and Stein's Unbiased Risk Estimator.
IEEE Trans. Image Processing, 2019

Tensor-Based Method for Residual Water Suppression in $^1$H Magnetic Resonance Spectroscopic Imaging.
IEEE Trans. Biomed. Engineering, 2019

Evaluation of a Commercial Ballistocardiography Sensor for Sleep Apnea Screening and Sleep Monitoring.
Sensors, 2019

R-DECO: an open-source Matlab based graphical user interface for the detection and correction of R-peaks.
PeerJ Computer Science, 2019

Sensorimotor cortex neurometabolite levels as correlate of motor performance in normal aging: evidence from a 1H-MRS study.
NeuroImage, 2019

Neonatal Seizure Detection Using Deep Convolutional Neural Networks.
Int. J. Neural Syst., 2019

Decomposition of a Multiscale Entropy Tensor for Sleep Stage Identification in Preterm Infants.
Entropy, 2019

Nonconvulsive epileptic seizure monitoring with incremental learning.
Comp. in Bio. and Med., 2019

Identifying Stable Components of Matrix /Tensor Factorizations via Low-Rank Approximation of Inter-Factorization Similarity.
Proceedings of the 27th European Signal Processing Conference, 2019

Tensor Based Blind Source Separation in Longitudinal Magnetic Resonance Imaging Analysis.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Evaluation of Methods to Characterize the Change of the Respiratory Sinus Arrhythmia with Age in Sleep Apnea Patients.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

The implementation of an apnea-based perinatal stress calculator.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Are we training our heartbeat classification algorithms properly?
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Feature Selection Algorithm based on Random Forest applied to Sleep Apnea Detection.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Monitoring of Brain Hemodynamics Coupling in Neonates using Updated Tensor Decompositions.
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019

Unsupervised Deep Feature Extraction for Neonatal Sleep Stage Classification.
Proceedings of the 31st Benelux Conference on Artificial Intelligence (BNAIC 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), 2019

2018
Weighted Performance Metrics for Automatic Neonatal Seizure Detection Using Multiscored EEG Data.
IEEE J. Biomedical and Health Informatics, 2018

Comparison between Scalp EEG and Behind-the-Ear EEG for Development of a Wearable Seizure Detection System for Patients with Focal Epilepsy.
Sensors, 2018

Evaluation of a Multichannel Non-Contact ECG System and Signal Quality Algorithms for Sleep Apnea Detection and Monitoring.
Sensors, 2018

Interval Coded Scoring: a toolbox for interpretable scoring systems.
PeerJ Computer Science, 2018

Recognition of Physical Activities from a Single Arm-Worn Accelerometer: A Multiway Approach.
Informatics, 2018

Using Graph Theory to Assess the Interaction between Cerebral Function, Brain Hemodynamics, and Systemic Variables in Premature Infants.
Complexity, 2018

T-wave end detection using neural networks and Support Vector Machines.
Comp. in Bio. and Med., 2018

Single-channel EEG Classification by Multi-channel Tensor subspace Learning and Regression.
Proceedings of the 28th IEEE International Workshop on Machine Learning for Signal Processing, 2018

The Cardiorespiratory Graph in Sleep Apnea and Associated Comorbidities.
Proceedings of the Computing in Cardiology, 2018

Respiratory Sinus Arrhythmia in Apnea Patients With Apnea Associated Comorbidities.
Proceedings of the Computing in Cardiology, 2018

Evaluation of a Continuous ECG Quality Indicator Based on the Autocorrelation Function.
Proceedings of the Computing in Cardiology, 2018

Temporal Beat-to-Beat Variability of Repolarization Changes Predict Non-Sustained Ventricular Tachycardia in Ischemic Heart Disease Patients.
Proceedings of the Computing in Cardiology, 2018

Unsupervised Artefact Detection and Screening Using Emfit Sensor in Patients With Sleep Apnea.
Proceedings of the Computing in Cardiology, 2018

Risk Assessment of All-Cause Mortality in Patients with an Implantable Cardioverter Defibrillator Using a Novel QRS Fragmentation Score.
Proceedings of the Computing in Cardiology, 2018

Variational Mode Decomposition Features for Heartbeat Classification.
Proceedings of the Computing in Cardiology, 2018

Sleep Apnea Detection Using Pulse Photoplethysmography.
Proceedings of the Computing in Cardiology, 2018

Supervised Transfer Learning for Personalized Heart Rate Based Epileptic Seizure Detection.
Proceedings of the Computing in Cardiology, 2018

Artifact Detection of Wrist Photoplethysmograph Signals.
Proceedings of the 11th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2018), 2018

Comparison and combination of electrocardiogram, electromyogram and accelerometry for tonic-clonic seizure detection in children.
Proceedings of the 2018 IEEE EMBS International Conference on Biomedical & Health Informatics, 2018

Tensor-basedECG Signal Processing Applied to Atrial Fibrillation Detection.
Proceedings of the 52nd Asilomar Conference on Signals, Systems, and Computers, 2018

2017
Tensor decompositions and data fusion in epileptic electroencephalography and functional magnetic resonance imaging data.
Wiley Interdiscip. Rev. Data Min. Knowl. Discov., 2017

Multiparametric Non-Negative Matrix Factorization for Longitudinal Variations Detection in White-Matter Fiber Bundles.
IEEE J. Biomedical and Health Informatics, 2017

Nonnegative Canonical Polyadic Decomposition for Tissue-Type Differentiation in Gliomas.
IEEE J. Biomedical and Health Informatics, 2017

Automated Epileptic Seizure Detection Based on Wearable ECG and PPG in a Hospital Environment.
Sensors, 2017

Feature selection methods for accelerometry-based seizure detection in children.
Med. Biol. Engineering and Computing, 2017

An Automated Quiet Sleep Detection Approach in Preterm Infants as a Gateway to Assess Brain Maturation.
Int. J. Neural Syst., 2017

Online Automated Seizure Detection in Temporal Lobe Epilepsy Patients Using Single-lead ECG.
Int. J. Neural Syst., 2017

Complexity Analysis of Neonatal EEG Using Multiscale Entropy: Applications in Brain Maturation and Sleep Stage Classification.
Entropy, 2017

Monitoring Effective Connectivity in the Preterm Brain: A Graph Approach to Study Maturation.
Complexity, 2017

An advanced MRI and MRSI data fusion scheme for enhancing unsupervised brain tumor differentiation.
Comp. in Bio. and Med., 2017

Semi-automated brain tumor segmentation on multi-parametric MRI using regularized non-negative matrix factorization.
BMC Medical Imaging, 2017

Tumor Segmentation from Multimodal MRI Using Random Forest with Superpixel and Tensor Based Feature Extraction.
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2017

Interval Coded Scoring extensions for larger problems.
Proceedings of the 2017 IEEE Symposium on Computers and Communications, 2017

A Comparison of Machine Learning Approaches for Classifying Multiple Sclerosis Courses Using MRSI and Brain Segmentations.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2017, 2017

Flexible fusion of electroencephalography and functional magnetic resonance imaging: Revealing neural-hemodynamic coupling through structured matrix-tensor factorization.
Proceedings of the 25th European Signal Processing Conference, 2017

Nonconvulsive epileptic seizures detection using multiway data analysis.
Proceedings of the 25th European Signal Processing Conference, 2017

Comparison of manual and semi-manual delineations for classifying glioblastoma multiforme patients based on histogram and texture MRI features.
Proceedings of the 25th European Symposium on Artificial Neural Networks, 2017

Automatic quiet sleep detection based on multifractality in preterm neonates: Effects of maturation.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

Irregular heartbeat classification using Kronecker Product Equations.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

Improved neonatal seizure detection using adaptive learning.
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017

Removal of Respiratory Influences from Heart Rate During Emotional Stress.
Proceedings of the Computing in Cardiology, 2017

ECG Artefact Detection Using Ensemble Decision Trees.
Proceedings of the Computing in Cardiology, 2017

Irregular Heart Beat Detection Using Sequentially Truncated Multi-Linear Singular Value Decomposition.
Proceedings of the Computing in Cardiology, 2017

Tensor-based Analysis of ECG Changes Prior to In-Hospital Cardiac Arrest.
Proceedings of the Computing in Cardiology, 2017

Assessing Cardiovascular Comorbidities in Sleep Apnea Patients Using SpO2.
Proceedings of the Computing in Cardiology, 2017

Semi-Supervised One-Class Transfer Learning for Heart Rate Based Epileptic Seizure Detection.
Proceedings of the Computing in Cardiology, 2017

Pulse Photoplethysmography Derived Respiration for Obstructive Sleep Apnea Detection.
Proceedings of the Computing in Cardiology, 2017

A tensor-based mutation operator for Neuroevolution of Augmenting Topologies (NEAT).
Proceedings of the 2017 IEEE Congress on Evolutionary Computation, 2017

Sleep Apnea Hypopnea Syndrome classification in SpO2 signals using wavelet decomposition and phase space reconstruction.
Proceedings of the 14th IEEE International Conference on Wearable and Implantable Body Sensor Networks, 2017

Automated T Wave End Detection Methods - Comparison of Four Different Methods for T Wave End Detection.
Proceedings of the 10th International Joint Conference on Biomedical Engineering Systems and Technologies (BIOSTEC 2017), 2017

2016
Automated Detection of Tonic-Clonic Seizures Using 3-D Accelerometry and Surface Electromyography in Pediatric Patients.
IEEE J. Biomedical and Health Informatics, 2016

Improving Reliability of Monitoring Background EEG Dynamics in Asphyxiated Infants.
IEEE Trans. Biomed. Engineering, 2016

Accelerometry-Based Activity Recognition and Assessment in Rheumatic and Musculoskeletal Diseases.
Sensors, 2016

One-bit Matrix Compressed Sensing Algorithm for Sparse Matrix Recovery.
IEICE Transactions, 2016

Longitudinal Neuroimaging Analysis Using Non-Negative Matrix Factorization.
Proceedings of the 12th International Conference on Signal-Image Technology & Internet-Based Systems, 2016

A Semi-Automated Segmentation Framework for MRI Based Brain Tumor Segmentation Using Regularized Nonnegative Matrix Factorization.
Proceedings of the 12th International Conference on Signal-Image Technology & Internet-Based Systems, 2016

Unsupervised Framework for Consistent Longitudinal MS Lesion Segmentation.
Proceedings of the Medical Computer Vision and Bayesian and Graphical Models for Biomedical Imaging, 2016

Activity recognition for physical therapy: fusing signal processing features and movement patterns.
Proceedings of the 3rd International Workshop on Sensor-based Activity Recognition and Interaction, 2016

Patch based super-resolution of MR spectroscopic images.
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016

Interval Coded Scoring Index with Interaction Effects - A Sensitivity Study.
Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods, 2016

White Matter Fiber-Bundle Analysis Using Non-negative Tensor Factorization.
Proceedings of the Image Analysis and Recognition - 13th International Conference, 2016

Fusion of electroencephalography and functional magnetic resonance imaging to explore epileptic network activity.
Proceedings of the 24th European Signal Processing Conference, 2016

Canonical polyadic decomposition for tissue type differentiation using multi-parametric MRI in high-grade gliomas.
Proceedings of the 24th European Signal Processing Conference, 2016

Initializing nonnegative matrix factorization using the successive projection algorithm for multi-parametric medical image segmentation.
Proceedings of the 24th European Symposium on Artificial Neural Networks, 2016

Information Transfer Between Respiration and Heart Rate During Sleep Apnea.
Proceedings of the Computing in Cardiology, CinC 2016, Vancouver, 2016

Irregular Heartbeats Detection Using Tensors and Support Vector Machines.
Proceedings of the Computing in Cardiology, CinC 2016, Vancouver, 2016

Phase-Rectified Signal Averaging for Automatic Detection of QRS Fragmentation.
Proceedings of the Computing in Cardiology, CinC 2016, Vancouver, 2016

2015
A Novel Algorithm for the Automatic Detection of Sleep Apnea From Single-Lead ECG.
IEEE Trans. Biomed. Engineering, 2015

Compressed Sensing of Multichannel EEG Signals: The Simultaneous Cosparsity and Low-Rank Optimization.
IEEE Trans. Biomed. Engineering, 2015

Corrections to "Unsupervised Nosologic Imaging for Glioma Diagnosis".
IEEE Trans. Biomed. Engineering, 2015

Two-level ℓ1 minimization for compressed sensing.
Signal Processing, 2015

A prospective fMRI-based technique for localising the epileptogenic zone in presurgical evaluation of epilepsy.
NeuroImage, 2015

A spline-based tool to assess and visualize the calibration of multiclass risk predictions.
Journal of Biomedical Informatics, 2015

Compressed Sensing of Multi-Channel EEG Signals: The Simultaneous Cosparsity and Low Rank Optimization.
CoRR, 2015

Exploring CPD based unsupervised classification for auditory BCI with mobile EEG.
Proceedings of the 7th International IEEE/EMBS Conference on Neural Engineering, 2015

Automated Respiration Detection from Neonatal Video Data.
Proceedings of the ICPRAM 2015, 2015

Exploring the epileptic network with parallel ICA of interictal EEG-FMRI.
Proceedings of the 23rd European Signal Processing Conference, 2015

Classifying the auditory P300 using mobile EEG recordings without calibration phase.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Data-driven metric representing the maturation of preterm EEG.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Tensor-based detection of T wave alternans using ECG.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Online detection of tonic-clonic seizures in pediatric patients using ECG and low-complexity incremental novelty detection.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Tensor based tumor tissue type differentiation using magnetic resonance spectroscopic imaging.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

Improvement of an automated neonatal seizure detector using a post-processing technique.
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015

ECG-Derived Respiration for Ambulatory Monitoring.
Proceedings of the Computing in Cardiology, 2015

Neural Network Approach for T-wave End Detection: a Comparison of Architectures.
Proceedings of the Computing in Cardiology, 2015

Detection of Irregular Heartbeats Using Tensors.
Proceedings of the Computing in Cardiology, 2015

Estimation of the Maximal Heart Rate to Improve Online Tonic-Clonic Seizure Detection using ECG.
Proceedings of the Computing in Cardiology, 2015

Binary Reweighted l1-Norm Minimization for One-Bit Compressed Sensing.
Proceedings of the BIOSIGNALS 2015, 2015

Single Trial Classification for Mobile BCI - A Multiway Kernel Approach.
Proceedings of the BIOSIGNALS 2015, 2015

2014
An Evaluation of Cardiorespiratory and Movement Features With Respect to Sleep-Stage Classification.
IEEE J. Biomedical and Health Informatics, 2014

Accelerometry-Based Home Monitoring for Detection of Nocturnal Hypermotor Seizures Based on Novelty Detection.
IEEE J. Biomedical and Health Informatics, 2014

Multiple sparse volumetric priors for distributed EEG source reconstruction.
NeuroImage, 2014

Bayesian model selection of template forward models for EEG source reconstruction.
NeuroImage, 2014

The dynamics of contour integration: A simultaneous EEG-fMRI study.
NeuroImage, 2014

Block term decomposition for modelling epileptic seizures.
EURASIP J. Adv. Sig. Proc., 2014

Detecting rare events using extreme value statistics applied to epileptic convulsions in children.
Artificial Intelligence in Medicine, 2014

Detection of epileptic convulsions from accelerometry signals through machine learning approach.
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2014

Development of an Interhemispheric Symmetry Measurement in the Neonatal Brain.
Proceedings of the ICPRAM 2014, 2014

Incorporating higher dimensionality in joint decomposition of EEG and fMRI.
Proceedings of the 22nd European Signal Processing Conference, 2014

Online seizure detection in adults with temporal lobe epilepsy using single-lead ECG.
Proceedings of the 22nd European Signal Processing Conference, 2014

Characterization of the respiratory and heart beat signal from an air pressure-based ballistocardiographic setup.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Information dynamics in cardiorespiratory analyses: Application to controlled breathing.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Detection of epileptic seizures from single lead ECG by means of phase rectified signal averaging.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Automatic selection of epileptic independent fMRI components.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Investigating cardiac and respiratory determinants of heart rate variability in an information-theoretic framework.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Differences in the cerebral hemodynamics regulation mechanisms of premature infants with intra-ventricular hemorrhage assessed by means of phase rectified signal averaging.
Proceedings of the 36th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2014

Assessment of Different Methodologies to Include Temporal Information in Classifying Episodes of Sleep Apnea Based on Single-Lead Electrocardiogram.
Proceedings of the Computing in Cardiology, CinC 2014, 2014

Separating Respiratory Influences from the Tachogram: Methods and their Sensitivity to the Type of Respiratory Signal.
Proceedings of the Computing in Cardiology, CinC 2014, 2014

Transient Behavior of Cardiorespiratory Interactions towards the Onset of Epileptic Seizures.
Proceedings of the Computing in Cardiology, CinC 2014, 2014

Effect of Telehealth on Self-Care Behavior of Heart Failure Patients.
Proceedings of the Computing in Cardiology, CinC 2014, 2014

Tensor-based Detection of T Wave Alternans in Multilead ECG Signals.
Proceedings of the Computing in Cardiology, CinC 2014, 2014

Heart Beat Detection in Multimodal Data using Signal Recognition and Beat Location Estimation.
Proceedings of the Computing in Cardiology, CinC 2014, 2014

Analysis of Non-linear Respiratory Influences on Sleep Apnea Classification.
Proceedings of the Computing in Cardiology, CinC 2014, 2014

Advanced EEG Processing for the Detection of Drowsiness in Drivers.
Proceedings of the BIOSIGNALS 2014, 2014

2013
Unsupervised Nosologic Imaging for Glioma Diagnosis.
IEEE Trans. Biomed. Engineering, 2013

A new and fast approach towards sEMG decomposition.
Med. Biol. Engineering and Computing, 2013

Risk group detection and survival function estimation for interval coded survival methods.
Neurocomputing, 2013

Robust Sparse Signal Recovery for Compressed Sensing with Sampling and Dictionary Uncertainties.
CoRR, 2013

Multi-Structural Signal Recovery for Biomedical Compressive Sensing.
CoRR, 2013

Simultaneous Greedy Analysis Pursuit for Compressive Sensing of Multi-Channel ECG Signals.
CoRR, 2013

Cardiorespiratory Dynamic Response to Mental Stress: A Multivariate Time-Frequency Analysis.
Comp. Math. Methods in Medicine, 2013

Classification of Structured EEG Tensors Using Nuclear Norm Regularization: Improving P300 Classification.
Proceedings of the International Workshop on Pattern Recognition in Neuroimaging, 2013

Handling Unbalanced Data in Nocturnal Epileptic Seizure Detection using Accelerometers.
Proceedings of the ICPRAM 2013, 2013


Stress classification by separation of respiratory modulations in heart rate variability using orthogonal subspace projection.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

The quest for single trial correlations in multimodal EEG-fMRI data.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Sleep apnea classification using least-squares support vector machines on single lead ECG.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Sparse reconstruction of correlated multichannel activity.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Comparison of correlation analysis and JointICA for simultaneous EEG-fMRI recordings on contour integration task.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Preprocessing by means of subspace projections for continuous Cerebral Autoregulation assessment using NIRS.
Proceedings of the 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2013

Analysis of Cardio-respiratory Dynamics during Mental Stress using (Partial) Time-Frequency Spectra.
Proceedings of the Computing in Cardiology, 2013

Detection of Epileptic Seizures by Means of Morphological Changes in the ECG.
Proceedings of the Computing in Cardiology, 2013

Phase-Rectified Signal Averaging to Evaluate ANS Development in Premature Infants.
Proceedings of the BIOSIGNALS 2013, 2013

Automatic Burst Detection based on Line Length in the Premature EEG.
Proceedings of the BIOSIGNALS 2013, 2013

2012
Application of Kernel Principal Component Analysis for Single-Lead-ECG-Derived Respiration.
IEEE Trans. Biomed. Engineering, 2012

A combination of parallel factor and independent component analysis.
Signal Processing, 2012

The "why" and "how" of JointICA: Results from a visual detection task.
NeuroImage, 2012

A mixed effects least squares support vector machine model for classification of longitudinal data.
Computational Statistics & Data Analysis, 2012

Multi-Sparse Signal Recovery for Compressive Sensing
CoRR, 2012

ICA Component Selection Based on Sparse Activelet Reconstruction for fMRI Analysis in Refractory Focal Epilepsy.
Proceedings of the Second International Workshop on Pattern Recognition in NeuroImaging, 2012

Integrating video and accelerometer signals for nocturnal epileptic seizure detection.
Proceedings of the International Conference on Multimodal Interaction, 2012

Interval coded scoring systems for survival analysis.
Proceedings of the 20th European Symposium on Artificial Neural Networks, 2012

Robust artefact detection in long-term ECG recordings based on autocorrelation function similarity and percentile analysis.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Automated EEG inter-burst interval detection in neonates with mild to moderate postasphyxial encephalopathy.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Using spatio-temporal interest points (STIP) for myoclonic jerk detection in nocturnal video.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Decoupling the influence of systemic variables in the peripheral and cerebral haemodynamics during ECMO procedure by means of oblique and orthogonal subspace projections.
Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2012

Simulation Study of Tissue Type Differentiation using Non-negative Matrix Factorization.
Proceedings of the BIOSIGNALS 2012, 2012

Tissue Type Differentiation for Brain Glioma using Non-negative Matrix Factorization.
Proceedings of the BIOSIGNALS 2012, 2012

Reliability of Statistical Features Describing Neural Spike Trains in the Presence of Classification Errors.
Proceedings of the BIOSIGNALS 2012, 2012

Phase-rectified Signal Averaging for the Quantification of the Influence of Prenatal Anxiety on Heart Rate Variability of Babies.
Proceedings of the BIOSIGNALS 2012, 2012

Automatic Video Detection of Nocturnal Epileptic Movement based on Motion Tracks.
Proceedings of the BIOSIGNALS 2012, 2012

2011
Spatially constrained ICA algorithm with an application in EEG processing.
Signal Processing, 2011

Best Low Multilinear Rank Approximation of Higher-Order Tensors, Based on the Riemannian Trust-Region Scheme.
SIAM J. Matrix Analysis Applications, 2011

The Total Least Squares Problem in AXB: A New Classification with the Relationship to the Classical Works.
SIAM J. Matrix Analysis Applications, 2011

The BOLD correlates of the visual P1 and N1 in single-trial analysis of simultaneous EEG-fMRI recordings during a spatial detection task.
NeuroImage, 2011

A generic and extensible automatic classification framework applied to brain tumour diagnosis in HealthAgents.
Knowledge Eng. Review, 2011

Learning Transformation Models for Ranking and Survival Analysis.
J. Mach. Learn. Res., 2011

On the relevance of automatically selected single-voxel MRS and multimodal MRI and MRSI features for brain tumour differentiation.
Comp. in Bio. and Med., 2011

Improved performance on high-dimensional survival data by application of Survival-SVM.
Bioinformatics, 2011

Support vector methods for survival analysis: a comparison between ranking and regression approaches.
Artificial Intelligence in Medicine, 2011

Automatic Seizure Detection Incorporating Structural Information.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2011, 2011

Time-frequency heart rate variability characteristics of young adults during physical, mental and combined stress in laboratory environment.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

Independent component analysis as a preprocessing step for data compression of neonatal EEG.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

Automated way to obtain motor units' signatures and estimate their firing patterns during voluntary contractions using HD-sEMG.
Proceedings of the 33rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2011

ECG Artifact Removal from Surface EMG Signals by Combining Empirical Mode Decomposition and Independent Component Analysis.
Proceedings of the BIOSIGNALS 2011, 2011

Heart Rate Variability Analysis of Children with Refractory Epilepsy before and after the Vagus Nerve Stimulation.
Proceedings of the BIOSIGNALS 2011, 2011

Damping Factor Constraints and Metabolite Profile Selection Influence Magnetic Resonance Spectroscopy Data Quantification.
Proceedings of the BIOSIGNALS 2011, 2011

Improvement and Validation of an Automated Neonatal Seizure Detector.
Proceedings of the BIOSIGNALS 2011, 2011

2010
Source Separation From Single-Channel Recordings by Combining Empirical-Mode Decomposition and Independent Component Analysis.
IEEE Trans. Biomed. Engineering, 2010

Erratum to: Removal of Muscle Artifacts from EEG Recordings of Spoken Language Production.
Neuroinformatics, 2010

Removal of Muscle Artifacts from EEG Recordings of Spoken Language Production.
Neuroinformatics, 2010

Removal of BCG artifacts from EEG recordings inside the MR scanner: A comparison of methodological and validation-related aspects.
NeuroImage, 2010

Automatic video detection of body movement during sleep based on optical flow in pediatric patients with epilepsy.
Med. Biol. Engineering and Computing, 2010

Detection of Epileptic Seizures Using Video Data.
Proceedings of the Sixth International Conference on Intelligent Environments, 2010

On the use of a clinical kernel in survival analysis.
Proceedings of the ESANN 2010, 2010

2009
Clinical decision support for ovarian tumor diagnosis using Bayesian models: Results from the IOTA study.
Proceedings of the Computational Intelligence and Bioengineering, 2009

A Geometric Newton Method for Oja's Vector Field.
Neural Computation, 2009

Differential-geometric Newton method for the best rank-(R1, R2, R3) approximation of tensors.
Numerical Algorithms, 2009

Multimodal Imaging of Human Brain Activity: Rational, Biophysical Aspects and Modes of Integration.
Comp. Int. and Neurosc., 2009

An application of methods for the probabilistic three-class classification of pregnancies of unknown location.
Artificial Intelligence in Medicine, 2009

HealthAgents: distributed multi-agent brain tumor diagnosis and prognosis.
Appl. Intell., 2009

Feature Selection in Survival Least Squares Support Vector Machines with Maximal Variation Constraints.
Proceedings of the Bio-Inspired Systems: Computational and Ambient Intelligence, 2009

MINLIP: Efficient Learning of Transformation Models.
Proceedings of the Artificial Neural Networks, 2009

Differentiation between brain metastases and glioblastoma multiforme based on MRI, MRS and MRSI.
Proceedings of the Twenty-Second IEEE International Symposium on Computer-Based Medical Systems, 2009

2008
Using Bayesian neural networks with ARD input selection to detect malignant ovarian masses prior to surgery.
Neural Computing and Applications, 2008

Algorithm for imposing SOBI-type constraints on the CP model.
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2008), 2008

Multi-class AUC metrics and weighted alternatives.
Proceedings of the International Joint Conference on Neural Networks, 2008

Multi-class classification of ovarian tumors.
Proceedings of the ESANN 2008, 2008

Survival SVM: a practical scalable algorithm.
Proceedings of the ESANN 2008, 2008

Towards a Clinical Decision Support System for Pregnancies of Unknown Location.
Proceedings of the Twenty-First IEEE International Symposium on Computer-Based Medical Systems, 2008

2007
Bagging Linear Sparse Bayesian Learning Models for Variable Selection in Cancer Diagnosis.
IEEE Trans. Information Technology in Biomedicine, 2007

A New Method for Modeling Preoperative Diagnosis of Ovarian Tumors.
IEEE Trans. Biomed. Engineering, 2007

A Shift Invariance-Based Order-Selection Technique for Exponential Data Modelling.
IEEE Signal Process. Lett., 2007

Overview of total least-squares methods.
Signal Processing, 2007

Total least squares and errors-in-variables modeling.
Signal Processing, 2007

Canonical decomposition of ictal scalp EEG reliably detects the seizure onset zone.
NeuroImage, 2007

Numerical Linear Algebra in Signal Processing Applications.
EURASIP J. Adv. Sig. Proc., 2007

Level choice in truncated total least squares.
Computational Statistics & Data Analysis, 2007

Estimation in a linear multivariate measurement error model with a change point in the data.
Computational Statistics & Data Analysis, 2007

Total Least Squares and Errors-in-variables Modeling.
Computational Statistics & Data Analysis, 2007

Java-based framework for processing and displaying short-echo-time magnetic resonance spectroscopy signals.
Computer Methods and Programs in Biomedicine, 2007

Canonical Decomposition of Ictal Scalp EEG and Accurate Source Localisation: Principles and Simulation Study.
Comp. Int. and Neurosc., 2007

A combined MRI and MRSI based multiclass system for brain tumour recognition using LS-SVMs with class probabilities and feature selection.
Artificial Intelligence in Medicine, 2007

Genomics and Metabolomics Research for Brain Tumour Diagnosis Based on Machine Learning.
Proceedings of the Computational and Ambient Intelligence, 2007

Comparing Analytical Decision Support Models Through Boolean Rule Extraction: A Case Study of Ovarian Tumour Malignancy.
Proceedings of the Advances in Neural Networks, 2007

Comparing Methods for Multi-class Probabilities in Medical Decision Making Using LS-SVMs and Kernel Logistic Regression.
Proceedings of the Artificial Neural Networks, 2007

Imposing Independence Constraints in the CP Model.
Proceedings of the Independent Component Analysis and Signal Separation, 2007

Modelling of Magnetic Resonance Spectra Using Mixtures for Binned and Truncated Data.
Proceedings of the Pattern Recognition and Image Analysis, Third Iberian Conference, 2007

2006
Canonical Correlation Analysis Applied to Remove Muscle Artifacts From the Electroencephalogram.
IEEE Trans. Biomed. Engineering, 2006

The use of total least squares data fitting in the shape-from-moments problem.
Signal Processing, 2006

Common pole estimation in multi-channel exponential data modeling.
Signal Processing, 2006

Block-row Hankel weighted low rank approximation.
Numerical Lin. Alg. with Applic., 2006

A class of template splines.
Computational Statistics & Data Analysis, 2006

The element-wise weighted total least-squares problem.
Computational Statistics & Data Analysis, 2006

On the Design of a Web-Based Decision Support System for Brain Tumour Diagnosis Using Distributed Agents.
Proceedings of the 2006 IEEE/WIC/ACM International Conference on Intelligent Agent Technology, 2006

2005
Modeling common dynamics in multichannel signals with applications to artifact and background removal in EEG recordings.
IEEE Trans. Biomed. Engineering, 2005

Application of structured total least squares for system identification and model reduction.
IEEE Trans. Automat. Contr., 2005

Perceptual audio modeling with exponentially damped sinusoids.
Signal Processing, 2005

Block-Toeplitz/Hankel Structured Total Least Squares.
SIAM J. Matrix Analysis Applications, 2005

Exponential data fitting using multilinear algebra: the single-channel and multi-channel case.
Numerical Lin. Alg. with Applic., 2005

Fast regularized structured total least squares algorithm for solving the basic deconvolution problem.
Numerical Lin. Alg. with Applic., 2005

Numerical linear algebra and its applications.
Numerical Lin. Alg. with Applic., 2005

On Weighted Structured Total Least Squares.
Proceedings of the Large-Scale Scientific Computing, 5th International Conference, 2005

2004
Using prior knowledge in SVD-based parameter estimation for magnetic resonance spectroscopy-the ATP example.
IEEE Trans. Biomed. Engineering, 2004

Consistent least squares fitting of ellipsoids.
Numerische Mathematik, 2004

Structured weighted low rank approximation.
Numerical Lin. Alg. with Applic., 2004

On the computation of the multivariate structured total least squares estimator.
Numerical Lin. Alg. with Applic., 2004

Consistent estimation in an implicit quadratic measurement error model.
Computational Statistics & Data Analysis, 2004

Brain tumor classification based on long echo proton MRS signals.
Artificial Intelligence in Medicine, 2004

2003
Decimative subspace-based parameter estimation techniques.
Signal Processing, 2003

Preoperative prediction of malignancy of ovarian tumors using least squares support vector machines.
Artificial Intelligence in Medicine, 2003

Using prior knowledge in SVD-based NMR spectroscopy - the ATP example.
Proceedings of the Seventh International Symposium on Signal Processing and Its Applications, 2003

Classification of Ovarian Tumors Using Bayesian Least Squares Support Vector Machines.
Proceedings of the Artificial Intelligence in Medicine, 2003

2002
The MCA EXIN neuron for the minor component analysis.
IEEE Trans. Neural Networks, 2002

The structured total least-squares approach for non-linearly structured matrices.
Numerical Lin. Alg. with Applic., 2002

Consistent fundamental matrix estimation in a quadratic measurement error model arising in motion analysis.
Computational Statistics & Data Analysis, 2002

The use of LS-SVM in the classification of brain tumors based on Magnetic Resonance Spectroscopy signals.
Proceedings of the ESANN 2002, 2002

Prediction of mental development of preterm newborns at birth time using LS-SVM.
Proceedings of the ESANN 2002, 2002

2001
IQML-like algorithms for solving structured total least squares problems: a unified view.
Signal Processing, 2001

Fast and stable two-way algorithm for diagonal plus semi-separable systems of linear equations.
Numerical Lin. Alg. with Applic., 2001

Analysis of the Structured Total Least Squares Problem for Hankel/Toeplitz Matrices.
Numerical Algorithms, 2001

2000
Fast Structured Total Least Squares Algorithm for Solving the Basic Deconvolution Problem.
SIAM J. Matrix Analysis Applications, 2000

Fast algorithm for solving the Hankel/Toeplitz Structured Total Least Squares problem.
Numerical Algorithms, 2000

On the Stability of the Generalized Schur Algorithm.
Proceedings of the Numerical Analysis and Its Applications, 2000

The GeTLS EXIN Neuron for Linear Regression.
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000

Bayesian Networks in Ovarian Cancer Diagnosis: Potentials and Limitations.
Proceedings of the 13th IEEE Symposium on Computer-Based Medical Systems (CBMS 2000), 2000

1998
Speech compression based on exact modeling and structured total least norm optimization.
Proceedings of the 1998 IEEE International Conference on Acoustics, 1998

1997
Improved signal enhancement procedures applied to exponential data modeling.
IEEE Trans. Signal Processing, 1997

Improved methods for exponential parameter estimation in the presence of known poles and noise.
IEEE Trans. Signal Processing, 1997

Subspace-based parameter estimation of exponentially damped sinusoids using prior knowledge of frequency and phase.
Signal Processing, 1997

1996
On the equivalence of constrained total least squares and structured total least squares.
IEEE Trans. Signal Processing, 1996

Formulation and solution of structured total least norm problems for parameter estimation.
IEEE Trans. Signal Processing, 1996

Comment on "Estimating the parameters of exponentially damped/undamped sinusoids in noise: A non-iterative approach, by Debasis Kundu and Amit Mitra".
Signal Processing, 1996

Bandpass prefiltering for exponential data fitting with known frequency region of interest.
Signal Processing, 1996

State-space based approximation methods for the harmonic retrieval problem in the presence of known signal poles.
Proceedings of the 1996 IEEE International Conference on Acoustics, 1996

Fast and accurate parameter estimation of noisy complex exponentials with use of prior knowledge.
Proceedings of the 8th European Signal Processing Conference, 1996

Structured total least squares methods in signal processing.
Proceedings of the 8th European Signal Processing Conference, 1996

Application of the structured total least norm technique in spectral estimation.
Proceedings of the 8th European Signal Processing Conference, 1996

1995
Efficient reduction algorithms for bordered band matrices.
Numerical Lin. Alg. with Applic., 1995

1994
Parallel Tri- and Bi-Diagonalization of Bordered Bidiagonal Matrices.
Parallel Computing, 1994

Fast algorithms for exponential data modeling.
Proceedings of ICASSP '94: IEEE International Conference on Acoustics, 1994

1993
Enhanced resolution based on minimum variance estimation and exponential data modeling.
Signal Processing, 1993

An efficient Total Least Squares algorithm based on a rank-revealing two-sided orthogonal decomposition.
Numerical Algorithms, 1993

1992
On SVD-based and TLS-based high-order Yule-Walker methods of frequency estimation.
Signal Processing, 1992

On the Significance of Nongeneric Total Least Squares Problems.
SIAM J. Matrix Analysis Applications, 1992

1991
Total least squares problem - computational aspects and analysis.
Frontiers in applied mathematics 9, SIAM, ISBN: 978-0-89871-275-9, 1991

1989
On the accuracy of total least squares and least squares techniques in the presence of errors on all data.
Automatica, 1989


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