A tutorial on support vector machine-based methods for classification problems in chemometrics

Jan Luts, Fabian Ojeda, Raf Van de Plas, +3

Analytica Chimica Acta

Data ClassificationSupport Vector MachineClassification MethodEngineeringMachine Learning +9

Multiproject–multicenter evaluation of automatic brain tumor classification by magnetic resonance spectroscopy

Juan M. García‐Gómez, Jan Luts, Margarida Julià‐Sapé, +18

Magnetic Resonance Materials in Physics Biology and Medicine

A combined MRI and MRSI based multiclass system for brain tumour recognition using LS-SVMs with class probabilities and feature selection

Jan Luts, Arend Heerschap, Johan A. K. Suykens, +1

Artificial Intelligence in Medicine

EngineeringMachine LearningCombined MriBrain Tumour RecognitionNeuro-oncology +14

Nosologic imaging of the brain: segmentation and classification using MRI and MRSI

Jan Luts, Teresa Laudadio, Albert J. S. Idema, +5

NMR in Biomedicine

The effect of combining two echo times in automatic brain tumor classification by MRS

Juan M. García‐Gómez, Salvador Tortajada, César Vidal, +6

NMR in Biomedicine

Quantitative autism traits in first degree relatives: evidence for the broader autism phenotype in fathers, but not in mothers and siblings

Wouter De la Marche, Ilse Noens, Jan Luts, +3

Autism

Family MedicineGenetic EpidemiologySocial SciencesPsychologyAutism Spectrum Disorder +19

Detection of endometrial pathology using saline infusion sonography versus gel instillation sonography: a prospective cohort study

E. Werbrouck, Joan Veldman, Jan Luts, +4

Fertility and Sterility

Uterine FibroidsGynecological SurgeryMedical ImagingDiagnosisGynecology +8

Effect of feature extraction for brain tumor classification based on short echo time ¹H MR spectra

Jan Luts, Jean‐Baptiste Poullet, Juan M. García‐Gómez, +4

Magnetic Resonance in Medicine

A mixed effects least squares support vector machine model for classification of longitudinal data

Jan Luts, Geert Molenberghs, Geert Verbeke, +2

Computational Statistics & Data Analysis

Data ClassificationSupport Vector MachineLatent ModelingEngineeringData Science +6

Mean field variational Bayesian inference for support vector machine classification

Jan Luts, John T. Ormerod

Computational Statistics & Data Analysis

Support Vector MachineClassification MethodEngineeringMachine LearningPattern Recognition +7