Sabine Van Huffel
Sabine Van Huffel received the M.D. degree in computer science engineering in June 1981, the M.D. degree in biomedical engineering in July 1985 and the Ph.D. degree in electrical engineering in June 1987, all from K. U. Leuven, Belgium. She is a Full Professor at the Department of Electrical Engineering from the Katholieke Universiteit Leuven, Leuven, Belgium. Her research interests are in numerical (multi-)linear algebra, numerical software, errors-in-variables regression, system identification, parameter estimation, and biomedical data processing (linear and nonlinear signal analysis and classification). Special attention is given to the numerical aspects and to the design of reliable algorithms and their practical evaluation in medical diagnostics. She is author of a book entitled `The Total Least Squares Problem: Computational Aspects and Analysis' (SIAM, Philadelphia, 1991), coauthor of the book entitled Exact and Approximate Modeling of Linear Systems: A Behavioral Approach (SIAM, Philadelphia, 2006), editor of 2 books (SIAM, 1997, and Kluwer, 2002) and 5 special issues (NMR in Biomedicine, Linear Algebra Application, Numerical Linear Algebra Application, Signal Processing). In addition, she has authored and coauthored 200 papers in international journals, 4 book chapters, and more than 200 conference contributions.
Biography Updated on 27 February 2008
Personal Home Page
http://www.esat.kuleuven.be/scd/person.php?view=1&persid=17
Articles in Scholarly Journals [Incomplete List]
- 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, vol. 40, no. 2, pp. 87–102, 2007 - Separable nonlinear least squares fitting with linear bound constraints and its application in magnetic resonance spectroscopy data quantification
Journal of Computational and Applied Mathematics, vol. 203, no. 1, pp. 264–278, 2007 - An adapted version of the element-wise weighted total least squares method for applications in chemometrics
Chemometrics and Intelligent Laboratory Systems, vol. 85, no. 1, pp. 40–46, 2007 - Level choice in truncated total least squares
Computational Statistics & Data Analysis, vol. 52, no. 2, pp. 1103–1118, 2007 - Estimation in a linear multivariate measurement error model with a change point in the data
Computational Statistics & Data Analysis, vol. 52, no. 2, pp. 1167–1182, 2007 - Total Least Squares and Errors-in-variables Modeling
Computational Statistics & Data Analysis, vol. 52, no. 2, pp. 1076–1079, 2007 - What is the value of preoperative bimanual pelvic examination in women undergoing laparoscopic total hysterectomy?
Journal of Minimally Invasive Gynecology, vol. 14, no. 3, pp. 334–338, 2007 - Frequency-selective quantitation of short-echo time 1H magnetic resonance spectra
Journal of Magnetic Resonance, vol. 186, no. 2, pp. 293–304, 2007 - On the conic section fitting problem
Journal of Multivariate Analysis, vol. 98, no. 3, pp. 588–624, 2007 - Left vs right representations for solving weighted low-rank approximation problems
Linear Algebra and its Applications, vol. 422, no. 2-3, pp. 540–552, 2007 - Overview of total least-squares methods
Signal Processing, vol. 87, no. 10, pp. 2283–2302, 2007 - Total least squares and errors-in-variables modeling
Signal Processing, vol. 87, no. 10, pp. 2281–2282, 2007 - A Shift Invariance-Based Order-Selection Technique for Exponential Data Modelling
IEEE Signal Processing Letters, vol. 14, no. 7, pp. 473–476, 2007 - Bagging Linear Sparse Bayesian Learning Models for Variable Selection in Cancer Diagnosis
IEEE Transactions on Information Technology in Biomedicine, vol. 11, no. 3, pp. 338–347, 2007 - Improving the Interpretation of Ictal Scalp EEG: BSS?CCA Algorithm for Muscle Artifact Removal
Epilepsia, vol. 48, no. 5, pp. 950–958, 2007 - Numerical Linear Algebra in Signal Processing Applications
EURASIP Journal on Advances in Signal Processing, vol. 2007, Article ID 26914, 3 pages, 2007 - Canonical Decomposition of Ictal Scalp EEG and Accurate Source Localisation: Principles and Simulation Study
Computational Intelligence and Neuroscience, vol. 2007, Article ID 58253, 10 pages, 2007 - Regularized semiparametric model identification with application to nuclear magnetic resonance signal quantification with unknown macromolecular base-line
Journal of the Royal Statistical Society: Series B (Statistical Methodology), vol. 68, no. 3, pp. 383–409, 2006 - Canonical Correlation Analysis Applied to Remove Muscle Artifacts From the Electroencephalogram
IEEE Transactions on Biomedical Engineering, vol. 53, no. 12, pp. 2583–2587, 2006 - Ultrasound characteristics of different types of adnexal malignancies
Gynecologic Oncology, vol. 102, no. 1, pp. 41–48, 2006 - Determination of dominant simulated spindle frequency with different methods
Journal of Neuroscience Methods, vol. 156, no. 1-2, pp. 275–283, 2006 - Common pole estimation in multi-channel exponential data modeling
Signal Processing, vol. 86, no. 4, pp. 846–858, 2006 - The element-wise weighted total least-squares problem
Computational Statistics & Data Analysis, vol. 50, no. 1, pp. 181–209, 2006 - A class of template splines
Computational Statistics & Data Analysis, vol. 50, no. 12, pp. 3486–3499, 2006 - Quantification of prostate MRSI data by model-based time domain fitting and frequency domain analysis
NMR in Biomedicine, vol. 19, no. 2, pp. 188–197, 2006 - Block-row Hankel weighted low rank approximation
Numerical Linear Algebra with Applications, vol. 13, no. 4, pp. 293–302, 2006 - Fast regularized structured total least squares algorithm for solving the basic deconvolution problem
Numerical Linear Algebra with Applications, vol. 12, no. 2-3, pp. 201–209, 2005 - Numerical linear algebra and its applications
Numerical Linear Algebra with Applications, vol. 12, no. 8, pp. 683–683, 2005 - Exponential data fitting using multilinear algebra: the single-channel and multi-channel case
Numerical Linear Algebra with Applications, vol. 12, no. 8, pp. 809–826, 2005 - Tissue segmentation and classification of MRSI data using canonical correlation analysis
Magnetic Resonance in Medicine, vol. 54, no. 6, pp. 1519–1529, 2005 - A Lanczos–like reduction of symmetric structured matrices to semiseparable form*
Calcolo, vol. 42, no. 3-4, pp. 227–241, 2005 - The accuracy of transvaginal ultrasonography for the diagnosis of ectopic pregnancy prior to surgery
Human Reproduction, vol. 20, no. 5, pp. 1404–1409, 2005 - Consistency of the structured total least squares estimator in a multivariate errors-in-variables model
Journal of Statistical Planning and Inference, vol. 133, no. 2, pp. 315–358, 2005 - Perceptual audio modeling with exponentially damped sinusoids
Signal Processing, vol. 85, no. 1, pp. 163–176, 2005 - High-performance numerical algorithms and software for structured total least squares
Journal of Computational and Applied Mathematics, vol. 180, no. 2, pp. 311–331, 2005 - The use of multivariate MR imaging intensities versus metabolic data from MR spectroscopic imaging for brain tumour classification
Journal of Magnetic Resonance, vol. 173, no. 2, pp. 218–228, 2005 - Application of structured total least squares for system identification and model reduction
IEEE Transactions on Automatic Control, vol. 50, no. 10, pp. 1490–1500, 2005 - Modeling Common Dynamics in Multichannel Signals With Applications to Artifact and Background Removal in EEG Recordings
IEEE Transactions on Biomedical Engineering, vol. 52, no. 12, pp. 2006–2015, 2005 - Logistic Regression Model to Distinguish Between the Benign and Malignant Adnexal Mass Before Surgery: A Multicenter Study by the International Ovarian Tumor Analysis Group
Journal of Clinical Oncology, vol. 23, no. 34, pp. 8794–8801, 2005 - Block-Toeplitz/Hankel Structured Total Least Squares
SIAM Journal on Matrix Analysis and Applications, vol. 26, no. 4, p. 1083, 2005 - Acoustic emission monitoring using a multimode optical fibre sensor
Insight - Non-Destructive Testing and Condition Monitoring, vol. 46, no. 4, pp. 203–209, 2004 - Using Prior Knowledge in SVD-Based Parameter Estimation for Magnetic Resonance Spectroscopy—The ATP Example
IEEE Transactions on Biomedical Engineering, vol. 51, no. 9, pp. 1568–1578, 2004 - High-performance numerical software for control
IEEE Control Systems Magazine, vol. 24, no. 1, pp. 60–76, 2004 - Implementation of the regularized structured total least squares algorithms for blind image deblurring
Linear Algebra and its Applications, vol. 391, pp. 203–221, 2004 - Acute effects of tamoxifen and third-generation aromatase inhibitors on menopausal symptoms of breast cancer patients
Anti-Cancer Drugs, vol. 15, no. 8, pp. 753–760, 2004 - Continuous measurement of cerebral blood volume and oxygenation during rewarming of neonates
Acta Paediatrica, vol. 93, no. 11, pp. 1540–1542, 2004 - The use of a new logistic regression model for predicting the outcome of pregnancies of unknown location
Human Reproduction, vol. 19, no. 8, pp. 1900–1910, 2004 - Regularized Total Least Squares Based on Quadratic Eigenvalue Problem Solvers
BIT Numerical Mathematics, vol. 44, no. 4, pp. 793–812, 2004 - Detection of fast neuronal signals in the motor cortex from functional near infrared spectroscopy measurements using independent component analysis
Medical & Biological Engineering & Computing, vol. 42, no. 1, pp. 92–99, 2004 - Measurement of the liver tissue oxygenation by near-infrared spectroscopy
Intensive Care Medicine, vol. 31, no. 1, pp. 138–141, 2004 - Consistency of elementwise-weighted total least squares estimator in a multivariate errors-in-variables model AX=B
Metrika, vol. 59, no. 1, pp. 75–97, 2004 - Consistent least squares fitting of ellipsoids
Numerische Mathematik, vol. 98, no. 1, 2004 - Subspace-based MRS data quantitation of multiplets using prior knowledge
Journal of Magnetic Resonance, vol. 168, no. 1, pp. 53–65, 2004 - Classification of brain tumours using short echo time H MR spectra
Journal of Magnetic Resonance, vol. 170, no. 1, pp. 164–175, 2004 - E3. Menopausal symptoms and uterine changes in postmenopausal breast cancer patients receiving tamoxifen or third generation aromatase inhibitors
European Journal of Cancer Supplements, vol. 2, no. 9, pp. 19–21, 2004 - Human chorionic gonadotrophin and progesterone levels in pregnancies of unknown location
International Journal of Gynecology & Obstetrics, vol. 86, no. 3, pp. 351–357, 2004 - Consistent estimation in an implicit quadratic measurement error model
Computational Statistics & Data Analysis, vol. 47, no. 1, pp. 123–147, 2004 - High-performance numerical algorithms and software for subspace-based linear multivariable system identification1
Journal of Computational and Applied Mathematics, vol. 170, no. 2, pp. 371–397, 2004 - Brain tumor classification based on long echo proton MRS signals
Artificial Intelligence in Medicine, vol. 31, no. 1, pp. 73–89, 2004 - Prospective evaluation of blood flow in the myometrium and uterine arteries in the puerperium
Ultrasound in Obstetrics and Gynecology, vol. 23, no. 4, pp. 378–381, 2004 - On the computation of the multivariate structured total least squares estimator
Numerical Linear Algebra with Applications, vol. 11, no. 56, pp. 591–608, 2004 - Structured weighted low rank approximation
Numerical Linear Algebra with Applications, vol. 11, no. 56, pp. 609–618, 2004 - Calculation of the renal perfusion and glomerular filtration rate from the renal impulse response obtained with MRI
Magnetic Resonance in Medicine, vol. 51, no. 5, pp. 1017–1025, 2004 - Quantification of the glycogen13C-1 NMR signal during glycogen synthesis in perfused rat liver
NMR in Biomedicine, vol. 16, no. 1, pp. 36–46, 2003 - Ultrasound assessment of endometrial thickness and endometrial polyps in women on hormonal replacement therapy
American Journal of Obstetrics and Gynecology, vol. 188, no. 5, pp. 1249–1253, 2003 - Preoperative prediction of malignancy of ovarian tumors using least squares support vector machines
Artificial Intelligence in Medicine, vol. 28, no. 3, pp. 281–306, 2003 - Frequency-domain method based on the singular value decomposition for frequency-selective NMR spectroscopy
Journal of Magnetic Resonance, vol. 165, no. 1, pp. 80–88, 2003 - Efficient implementation of a structured total least squares based speech compression method
Linear Algebra and its Applications, vol. 366, pp. 295–315, 2003 - Anticipation of epileptic seizures from standard EEG recordings
The Lancet, vol. 361, no. 9361, pp. 970–971, 2003 - Decimative subspace-based parameter estimation techniques
Signal Processing, vol. 83, no. 5, pp. 1025–1033, 2003 - Consistent fundamental matrix estimation in a quadratic measurement error model arising in motion analysis
Computational Statistics & Data Analysis, vol. 41, no. 1, pp. 3–18, 2002 - Ultrasonographic features of the endometrium and the ovaries in women on etonogestrel implant
Ultrasound in Obstetrics and Gynecology, vol. 20, no. 4, pp. 377–380, 2002 - Color Doppler and gray-scale ultrasound evaluation of the postpartum uterus
Ultrasound in Obstetrics and Gynecology, vol. 20, no. 6, pp. 586–591, 2002 - Automatic frequency alignment and quantitation of single resonances in multiple magnetic resonance spectra via complex principal component analysis
Journal of Magnetic Resonance, vol. 158, no. 1-2, pp. 1–14, 2002 - The MCA EXIN neuron for the minor component analysis
IEEE Transactions on Neural Networks, vol. 13, no. 1, pp. 160–187, 2002 - The structured total least-squares approach for non-linearly structured matrices
Numerical Linear Algebra with Applications, vol. 9, no. 4, pp. 321–332, 2002 - Improved Lanczos Algorithms for Blackbox MRS Data Quantitation
Journal of Magnetic Resonance, vol. 157, no. 2, pp. 292–297, 2002 - A Subspace Time-Domain Algorithm for Automated NMR Spectral Normalization
Journal of Magnetic Resonance, vol. 157, no. 2, pp. 190–199, 2002 - The Filtering Approach to Solvent Peak Suppression in MRS: A Critical Review
Journal of Magnetic Resonance, vol. 152, no. 1, pp. 26–40, 2001 - Comments on ?Confidence Images for MR Spectroscopic Imaging? by Karl Young, Dennis Khetselius, Brian J. Soher, and Andrew A. Maudsley (Magn Reson Med 2000;44:537-545)
Magnetic Resonance in Medicine, vol. 46, no. 6, pp. 1254–1255, 2001 - MR spectroscopy quantitation: a review of time-domain methods
NMR in Biomedicine, vol. 14, no. 4, pp. 233–246, 2001 - NMR spectroscopy quantitation
NMR in Biomedicine, vol. 14, no. 4, pp. 223–223, 2001 - A fast algorithm for subspace state-space system identification via exploitation of the displacement structure
Journal of Computational and Applied Mathematics, vol. 132, no. 1, pp. 71–81, 2001 - Numerical Algorithms, vol. 27, no. 1, pp. 89–114, 2001
- Bit Numerical Mathematics, vol. 41, no. 1, pp. 149–157, 2001
- Numerical Algorithms, vol. 23, no. 4, pp. 371–392, 2000
- Optical and acoustic damage detection in laminated CFRP composite materials
Composites Science and Technology, vol. 60, no. 14, pp. 2713–2724, 2000 - Fast and stable two-way algorithm for diagonal plus semi-separable systems of linear equations
Numerical Linear Algebra with Applications, vol. 8, no. 1, pp. 7–12, 2000 - Frequency-Selective Quantification of Biomedical Magnetic Resonance Spectroscopy Data
Journal of Magnetic Resonance, vol. 143, no. 1, pp. 1–16, 2000 - Detection and multichannel SVD-based filtering of trigeminal somatosensory evoked potentials
Medical & Biological Engineering & Computing, vol. 38, no. 3, pp. 297–305, 2000 - Accurate Quantification of 1H Spectra: From Finite Impulse Response Filter Design for Solvent Suppression to Parameter Estimation
Journal of Magnetic Resonance, vol. 139, no. 2, pp. 189–204, 1999 - Time-Domain Quantification of Series of Biomedical Magnetic Resonance Spectroscopy Signals
Journal of Magnetic Resonance, vol. 140, no. 1, pp. 120–130, 1999 - Frequency-Selective MRS Data Quantification with Frequency Prior Knowledge
Journal of Magnetic Resonance, vol. 130, no. 2, pp. 238–243, 1998 - Fast Removal of Residual Water in Proton Spectra
Journal of Magnetic Resonance, vol. 132, no. 2, pp. 197–203, 1998 - Improved methods for exponential parameter estimation in the presence of known poles and noise
IEEE Transactions on Signal Processing, vol. 45, no. 5, pp. 1390–1393, 1997 - Subspace-based parameter estimation of exponentially damped sinusoids using prior knowledge of frequency and phase
Signal Processing, vol. 59, no. 1, pp. 129–136, 1997 - The Use of Continuous Regularization in the Automated Analysis of MRS Time-Domain Data
Journal of Magnetic Resonance, vol. 124, no. 2, pp. 400–409, 1997 - Improved Method for Accurate and Efficient Quantification of MRS Data with Use of Prior Knowledge
Journal of Magnetic Resonance, vol. 129, no. 1, pp. 35–43, 1997 - Evaluation of signal processing methods for the quantification of a multi–exponential signal: the glycogen13C-1 NMR signal
NMR in Biomedicine, vol. 9, no. 7, pp. 315–321, 1996 - Parameter Estimation with Prior Knowledge of Known Signal Poles for the Quantification of NMR Spectroscopy Data in the Time Domain
Journal of Magnetic Resonance, Series A, vol. 119, no. 2, pp. 225–234, 1996 - Bandpass prefiltering for exponential data fitting with known frequency region of interest
Signal Processing, vol. 48, no. 2, pp. 135–154, 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, vol. 51, no. 1, pp. 77–78, 1996 - Formulation and solution of structured total least norm problems for parameter estimation
IEEE Transactions on Signal Processing, vol. 44, no. 10, pp. 2464–2474, 1996 - On the equivalence of constrained total least squares and structured total least squares
IEEE Transactions on Signal Processing, vol. 44, no. 11, pp. 2908–2911, 1996 - Parallel tri- and bi-diagonalization of bordered bidiagonal matrices
Parallel Computing, vol. 20, no. 8, pp. 1107–1128, 1994 - An efficient Total Least Squares algorithm based on a rank-revealing two-sided orthogonal decomposition
Numerical Algorithms, vol. 4, no. 1, pp. 101–133, 1993 - In Situ13C NMR quantification of hepatic glycogen
NMR in Biomedicine, vol. 6, no. 6, pp. 371–376, 1993 - Iterative algorithms for computing the singular subspace of a matrix associated with its smallest singular values
Linear Algebra and its Applications, vol. 154-156, no. 1, pp. 675–709, 1991 - Partial singular value decomposition algorithm
Journal of Computational and Applied Mathematics, vol. 33, no. 1, pp. 105–112, 1990 - Partial total least squares algorithm
Journal of Computational and Applied Mathematics, vol. 33, no. 1, pp. 113–121, 1990 - The extended classical total least squares algorithm
Journal of Computational and Applied Mathematics, vol. 25, no. 1, pp. 111–119, 1989 - On the accuracy of total least squares and least squares techniques in the presence of errors on all data
Automatica, vol. 25, no. 5, pp. 765–769, 1989 - Algebraic connections between the least squares and total least squares problems
Numerische Mathematik, vol. 55, no. 4, pp. 431–449, 1989 - Comparison of total least squares and instrumental variable methods for parameter estimation of transfer function models
International Journal of Control, vol. 50, no. 4, pp. 1039–1056, 1989 - The partial total least squares algorithm
Journal of Computational and Applied Mathematics, vol. 21, no. 3, pp. 333–341, 1988 - An efficient and reliable algorithm for computing the singular subspace of a matrix, associated with its smallest singular values
Journal of Computational and Applied Mathematics, vol. 19, no. 3, pp. 313–330, 1987 - Subset selection using the total least squares approach in collinearity problems with errors in the variables
Linear Algebra and its Applications, vol. 88-89, no. 1, pp. 695–714, 1987 - Reliable and efficient deconvolution technique based on total linear least squares for calculating the renal retention function
Medical & Biological Engineering & Computing, vol. 25, no. 1, pp. 26–33, 1987 - Algebraic relationships between classical regression and total least-squares estimation
Linear Algebra and its Applications, vol. 93, no. 1, pp. 149–160, 1987