Sabine Van Huffel
Orcid: 0000-0001-5939-0996Affiliations:
- Catholic University of Leuven, Belgium
According to our database1,
Sabine Van Huffel
authored at least 338 papers
between 1989 and 2024.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2009, "For contributions to total least squares fitting and computational biosignal processing".
Timeline
Legend:
Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
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on zbmath.org
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on orcid.org
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on id.loc.gov
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on d-nb.info
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on kuleuven.be
On csauthors.net:
Bibliography
2024
A Robust Ensemble Algorithm for Ischemic Stroke Lesion Segmentation: Generalizability and Clinical Utility Beyond the ISLES Challenge.
CoRR, 2024
2023
Factorizer: A scalable interpretable approach to context modeling for medical image segmentation.
Medical Image Anal., 2023
2022
A Deep Shared Multi-Scale Inception Network Enables Accurate Neonatal Quiet Sleep Detection With Limited EEG Channels.
IEEE J. Biomed. Health Informatics, 2022
A Variational Bayesian Gaussian Mixture-Nonnegative Matrix Factorization Model to Extract Movement Primitives for Robust Control.
IEEE Trans. Hum. Mach. Syst., 2022
Corrigendum: Artificial Intelligence Based Patient-Specific Preoperative Planning Algorithm for Total Knee Arthroplasty.
Frontiers Robotics AI, 2022
Artificial Intelligence Based Patient-Specific Preoperative Planning Algorithm for Total Knee Arthroplasty.
Frontiers Robotics AI, 2022
Classification of multiple sclerosis clinical profiles using machine learning and grey matter connectome.
Frontiers Robotics AI, 2022
Machine Learning to Support Triage of Children at Risk for Epileptic Seizures in the Pediatric Intensive Care Unit.
CoRR, 2022
A Kernel Based Multilinear SVD Approach for Multiple Sclerosis Profiles Classification.
Proceedings of the 30th European Symposium on Artificial Neural Networks, 2022
2021
IEEE Trans. Neural Networks Learn. Syst., 2021
IEEE Trans. Biomed. Eng., 2021
Sensors, 2021
Sensors, 2021
Capacitively-Coupled ECG and Respiration for Sleep-Wake Prediction and Risk Detection in Sleep Apnea Patients.
Sensors, 2021
Classification with a Deferral Option and Low-Trust Filtering for Automated Seizure Detection.
Sensors, 2021
Augmenting interictal mapping with neurovascular coupling biomarkers by structured factorization of epileptic EEG and fMRI data.
NeuroImage, 2021
Frontiers Digit. Health, 2021
Benchmarking Transfer Entropy Methods for the Study of Linear and Nonlinear Cardio-Respiratory Interactions.
Entropy, 2021
Results of quantitative EEG analysis are associated with autism spectrum disorder and development abnormalities in infants with tuberous sclerosis complex.
Biomed. Signal Process. Control., 2021
Automatic quality assessment of capacitively-coupled bioimpedance signals for respiratory activity monitoring.
Biomed. Signal Process. Control., 2021
Proceedings of the 29th European Signal Processing Conference, 2021
Controlled Breathing Effect on Respiration Quality Assessment Using Machine Learning Approaches.
Proceedings of the Computing in Cardiology, CinC 2021, Brno, 2021
Cardiovascular Risk Detection in Sleep Apnea Patients from Pulse Photoplethysmography Waveform.
Proceedings of the Computing in Cardiology, CinC 2021, Brno, 2021
2020
IEEE Trans. Signal Process., 2020
Constrained Tensor Decomposition for Longitudinal Analysis of Diffusion Imaging Data.
IEEE J. Biomed. Health Informatics, 2020
Multilevel Interval Coded Scoring to Assess the Cardiovascular Status of Sleep Apnea Patients Using Oxygen Saturation Markers.
IEEE Trans. Biomed. Eng., 2020
Wearable Monitoring and Interpretable Machine Learning Can Objectively Track Progression in Patients during Cardiac Rehabilitation.
Sensors, 2020
Proceedings of the Computing in Cardiology, 2020
A Robust Estimation of the Cardiorespiratory Coupling in the Presence of Abnormal Beats.
Proceedings of the Computing in Cardiology, 2020
Proceedings of the Computing in Cardiology, 2020
Can Laplacian Eigenmaps Be Used for Differentiation Between Healthy Subjects and Patients With Corrected Tetralogy of Fallot?
Proceedings of the Computing in Cardiology, 2020
Proceedings of the Computing in Cardiology, 2020
Unobtrusive, Through-Clothing ECG and Bioimpedance Monitoring in Sleep Apnea Patients.
Proceedings of the Computing in Cardiology, 2020
Proceedings of the Brainlesion: Glioma, Multiple Sclerosis, Stroke and Traumatic Brain Injuries, 2020
2019
Unconstrained Estimation of HRV Indices After Removing Respiratory Influences From Heart Rate.
IEEE J. Biomed. Health Informatics, 2019
IEEE J. Biomed. Health Informatics, 2019
IEEE J. Biomed. Health Informatics, 2019
IEEE J. Biomed. Health Informatics, 2019
Image Denoising Based on Nonlocal Bayesian Singular Value Thresholding and Stein's Unbiased Risk Estimator.
IEEE Trans. Image Process., 2019
Tensor-Based Method for Residual Water Suppression in $^1$H Magnetic Resonance Spectroscopic Imaging.
IEEE Trans. Biomed. Eng., 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 Comput. Sci., 2019
Sensorimotor cortex neurometabolite levels as correlate of motor performance in normal aging: evidence from a <sup>1</sup>H-MRS study.
NeuroImage, 2019
Int. J. Neural Syst., 2019
Decomposition of a Multiscale Entropy Tensor for Sleep Stage Identification in Preterm Infants.
Entropy, 2019
Comput. Methods Programs Biomed., 2019
Comput. Biol. Medicine, 2019
Tensor-based Blind fMRI Source Separation Without the Gaussian Noise Assumption - A β-Divergence Approach.
Proceedings of the 2019 IEEE Global Conference on Signal and Information Processing, 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
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019
Proceedings of the 41st Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2019
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
Effect of the Heart Rate Variability Representations on the Quantification of the Cardiorespiratory Interactions During Autonomic Nervous System Blockade.
Proceedings of the 46th Computing in Cardiology, 2019
Proceedings of the 46th Computing in Cardiology, 2019
Proceedings of the 46th Computing in Cardiology, 2019
The Progression of Heart Rate Variability Parameters Throughout Cardiac Rehabilitation.
Proceedings of the 46th Computing in Cardiology, 2019
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. Biomed. 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
PeerJ Comput. Sci., 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.
Complex., 2018
Comput. Biol. Medicine, 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
Proceedings of the Computing in Cardiology, 2018
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
Proceedings of the Computing in Cardiology, 2018
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
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
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.
WIREs Data Mining Knowl. Discov., 2017
Multiparametric Non-Negative Matrix Factorization for Longitudinal Variations Detection in White-Matter Fiber Bundles.
IEEE J. Biomed. Health Informatics, 2017
Nonnegative Canonical Polyadic Decomposition for Tissue-Type Differentiation in Gliomas.
IEEE J. Biomed. Health Informatics, 2017
Automated Epileptic Seizure Detection Based on Wearable ECG and PPG in a Hospital Environment.
Sensors, 2017
Medical Biol. Eng. Comput., 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.
Complex., 2017
An advanced MRI and MRSI data fusion scheme for enhancing unsupervised brain tumor differentiation.
Comput. Biol. Medicine, 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
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
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
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017
Proceedings of the 2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017
Proceedings of the Computing in Cardiology, 2017
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
Proceedings of the Computing in Cardiology, 2017
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
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. Biomed. Health Informatics, 2016
IEEE Trans. Biomed. Eng., 2016
Accelerometry-Based Activity Recognition and Assessment in Rheumatic and Musculoskeletal Diseases.
Sensors, 2016
IEICE Trans. Fundam. Electron. Commun. Comput. Sci., 2016
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
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
Proceedings of the 13th IEEE International Symposium on Biomedical Imaging, 2016
Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods, 2016
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
Proceedings of the Computing in Cardiology, CinC 2016, Vancouver, 2016
Proceedings of the Computing in Cardiology, CinC 2016, Vancouver, 2016
Proceedings of the Computing in Cardiology, CinC 2016, Vancouver, 2016
2015
IEEE Trans. Biomed. Eng., 2015
Compressed Sensing of Multichannel EEG Signals: The Simultaneous Cosparsity and Low-Rank Optimization.
IEEE Trans. Biomed. Eng., 2015
IEEE Trans. Biomed. Eng., 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.
J. Biomed. Informatics, 2015
Compressed Sensing of Multi-Channel EEG Signals: The Simultaneous Cosparsity and Low Rank Optimization.
CoRR, 2015
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
Proceedings of the 23rd European Signal Processing Conference, 2015
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015
Proceedings of the 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, 2015
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
Proceedings of the Computing in Cardiology, 2015
Proceedings of the Computing in Cardiology, 2015
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. Biomed. Health Informatics, 2014
Accelerometry-Based Home Monitoring for Detection of Nocturnal Hypermotor Seizures Based on Novelty Detection.
IEEE J. Biomed. Health Informatics, 2014
NeuroImage, 2014
NeuroImage, 2014
EURASIP J. Adv. Signal Process., 2014
Detecting rare events using extreme value statistics applied to epileptic convulsions in children.
Artif. Intell. 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
Proceedings of the ICPRAM 2014, 2014
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
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
Simultaneous Greedy Analysis Pursuit for compressive sensing of multi-channel ECG signals.
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
Proceedings of the Computing in Cardiology, CinC 2014, 2014
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
Proceedings of the Computing in Cardiology, CinC 2014, 2014
Proceedings of the BIOSIGNALS 2014, 2014
2013
IEEE Trans. Biomed. Eng., 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
Cardiorespiratory Dynamic Response to Mental Stress: A Multivariate Time-Frequency Analysis.
Comput. Math. Methods 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
Proceedings of Eurocon 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
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
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
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. Eng., 2012
Signal Process., 2012
NeuroImage, 2012
A mixed effects least squares support vector machine model for classification of longitudinal data.
Comput. Stat. Data Anal., 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
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
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
Signal Process., 2011
Best Low Multilinear Rank Approximation of Higher-Order Tensors, Based on the Riemannian Trust-Region Scheme.
SIAM J. Matrix Anal. Appl., 2011
The Total Least Squares Problem in <i>A</i><i>X</i> ≈ <i>B</i>: A New Classification with the Relationship to the Classical Works.
SIAM J. Matrix Anal. Appl., 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.
Knowl. Eng. Rev., 2011
J. Mach. Learn. Res., 2011
On the relevance of automatically selected single-voxel MRS and multimodal MRI and MRSI features for brain tumour differentiation.
Comput. Biol. Medicine, 2011
Improved performance on high-dimensional survival data by application of Survival-SVM.
Bioinform., 2011
Support vector methods for survival analysis: a comparison between ranking and regression approaches.
Artif. Intell. Medicine, 2011
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. Eng., 2010
Erratum to: Removal of Muscle Artifacts from EEG Recordings of Spoken Language Production.
Neuroinformatics, 2010
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.
Medical Biol. Eng. Comput., 2010
Proceedings of the Sixth International Conference on Intelligent Environments, 2010
Proceedings of the 18th European Symposium on Artificial Neural Networks, 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
Differential-geometric Newton method for the best rank-(<i>R</i><sub>1</sub>, <i>R</i><sub>2</sub>, <i>R</i><sub>3</sub>) approximation of tensors.
Numer. Algorithms, 2009
Multimodal Imaging of Human Brain Activity: Rational, Biophysical Aspects and Modes of Integration.
Comput. Intell. Neurosci., 2009
An application of methods for the probabilistic three-class classification of pregnancies of unknown location.
Artif. Intell. Medicine, 2009
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
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 Comput. Appl., 2008
Proceedings of the International Symposium on Circuits and Systems (ISCAS 2008), 2008
Proceedings of the International Joint Conference on Neural Networks, 2008
Proceedings of the 16th European Symposium on Artificial Neural Networks, 2008
Proceedings of the 16th European Symposium on Artificial Neural Networks, 2008
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. Inf. Technol. Biomed., 2007
IEEE Trans. Biomed. Eng., 2007
IEEE Signal Process. Lett., 2007
NeuroImage, 2007
EURASIP J. Adv. Signal Process., 2007
Estimation in a linear multivariate measurement error model with a change point in the data.
Comput. Stat. Data Anal., 2007
Java-based framework for processing and displaying short-echo-time magnetic resonance spectroscopy signals.
Comput. Methods Programs Biomed., 2007
Canonical Decomposition of Ictal Scalp EEG and Accurate Source Localisation: Principles and Simulation Study.
Comput. Intell. Neurosci., 2007
A combined MRI and MRSI based multiclass system for brain tumour recognition using LS-SVMs with class probabilities and feature selection.
Artif. Intell. 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
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. Eng., 2006
Signal Process., 2006
Signal Process., 2006
Comput. Stat. Data Anal., 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
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006
Model order selection for quantification of a multi-exponential magnetic resonance spectrum.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006
Classifying ovarian tumors using Bayesian Multi-Layer Perceptrons and Automatic Relevance Determination: A multi-center study.
Proceedings of the 28th International Conference of the IEEE Engineering in Medicine and Biology Society, 2006
2005
Modeling common dynamics in multichannel signals with applications to artifact and background removal in EEG recordings.
IEEE Trans. Biomed. Eng., 2005
Application of structured total least squares for system identification and model reduction.
IEEE Trans. Autom. Control., 2005
SIAM J. Matrix Anal. Appl., 2005
Exponential data fitting using multilinear algebra: the single-channel and multi-channel case.
Numer. Linear Algebra Appl., 2005
Fast regularized structured total least squares algorithm for solving the basic deconvolution problem.
Numer. Linear Algebra Appl., 2005
Proceedings of the Large-Scale Scientific Computing, 5th International Conference, 2005
Proceedings of the 44th IEEE IEEE Conference on Decision and Control and 8th European Control Conference Control, 2005
2004
Using prior knowledge in SVD-based parameter estimation for magnetic resonance spectroscopy-the ATP example.
IEEE Trans. Biomed. Eng., 2004
Numer. Linear Algebra Appl., 2004
Comput. Stat. Data Anal., 2004
Artif. Intell. Medicine, 2004
Proceedings of the 43rd IEEE Conference on Decision and Control, 2004
2003
Preoperative prediction of malignancy of ovarian tumors using least squares support vector machines.
Artif. Intell. Medicine, 2003
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
IEEE Trans. Neural Networks, 2002
Numer. Linear Algebra Appl., 2002
Consistent fundamental matrix estimation in a quadratic measurement error model arising in motion analysis.
Comput. Stat. Data Anal., 2002
The use of LS-SVM in the classification of brain tumors based on Magnetic Resonance Spectroscopy signals.
Proceedings of the 10th Eurorean Symposium on Artificial Neural Networks, 2002
Proceedings of the 10th Eurorean Symposium on Artificial Neural Networks, 2002
2001
IQML-like algorithms for solving structured total least squares problems: a unified view.
Signal Process., 2001
Fast and stable two-way algorithm for diagonal plus semi-separable systems of linear equations.
Numer. Linear Algebra Appl., 2001
Numer. Algorithms, 2001
Proceedings of the 6th European Control Conference, 2001
2000
Fast Structured Total Least Squares Algorithm for Solving the Basic Deconvolution Problem.
SIAM J. Matrix Anal. Appl., 2000
Fast algorithm for solving the Hankel/Toeplitz Structured Total Least Squares problem.
Numer. Algorithms, 2000
Proceedings of the Numerical Analysis and Its Applications, 2000
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural Networks, 2000
Proceedings of the 13th IEEE Symposium on Computer-Based Medical Systems (CBMS 2000), 2000
1999
Proceedings of the 5th European Control Conference, 1999
1998
Speech compression based on exact modeling and structured total least norm optimization.
Proceedings of the 1998 IEEE International Conference on Acoustics, 1998
1997
IEEE Trans. Signal Process., 1997
Improved methods for exponential parameter estimation in the presence of known poles and noise.
IEEE Trans. Signal Process., 1997
Subspace-based parameter estimation of exponentially damped sinusoids using prior knowledge of frequency and phase.
Signal Process., 1997
1996
On the equivalence of constrained total least squares and structured total least squares.
IEEE Trans. Signal Process., 1996
Formulation and solution of structured total least norm problems for parameter estimation.
IEEE Trans. Signal Process., 1996
Comment on "Estimating the parameters of exponentially damped/undamped sinusoids in noise: A non-iterative approach, by Debasis Kundu and Amit Mitra".
Signal Process., 1996
Bandpass prefiltering for exponential data fitting with known frequency region of interest.
Signal Process., 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
Proceedings of the 8th European Signal Processing Conference, 1996
Proceedings of the 8th European Signal Processing Conference, 1996
1995
Numer. Linear Algebra Appl., 1995
1994
Parallel Comput., 1994
Proceedings of ICASSP '94: IEEE International Conference on Acoustics, 1994
1993
Enhanced resolution based on minimum variance estimation and exponential data modeling.
Signal Process., 1993
An efficient Total Least Squares algorithm based on a rank-revealing two-sided orthogonal decomposition.
Numer. Algorithms, 1993
Proceedings of the Computational Statistics., 1993
1992
Signal Process., 1992
SIAM J. Matrix Anal. Appl., 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.
Autom., 1989