Weighted least squares support vector machines: robustness and sparse approximation

Johan A. K. Suykens, Jos De Brabanter, Luděk Lukáš, +1

Neurocomputing

Support Vector MachineEngineeringMachine LearningComputational Learning TheoryPattern Recognition +7

Sparse approximation using least squares support vector machines

Johan A. K. Suykens, Luděk Lukáš, Joos Vandewalle

Function Estimation VapnikSupport Vector MachineEngineeringMachine LearningData Science +10

Least squares support vector machine classifiers: a large scale algorithm

Johan A. K. Suykens, Luděk Lukáš, Paul Van Dooren, +1

EngineeringMachine LearningBiometricsKernel MethodStandard Svm Case +16

Brain tumor classification based on long echo proton MRS signals

Luděk Lukáš, Andy Devos, Johan A. K. Suykens, +8

Artificial Intelligence in Medicine

Neuro-oncologyEngineeringMedical ImagingBrain Tumor ClassificationMagnetic Resonance Spectroscopy +10

Classification of brain tumours using short echo time 1H MR spectra

Andy Devos, Luděk Lukáš, Johan A. K. Suykens, +8

Journal of Magnetic Resonance

EngineeringMr SpectraGliomaMagnetic Resonance ImagingNeuro-oncology +14

The use of multivariate MR imaging intensities versus metabolic data from MR spectroscopic imaging for brain tumour classification

Andy Devos, Arjan W. Simonetti, Marinette van der Graaf, +6

Journal of Magnetic Resonance

Neuro-oncologyEngineeringBrain TumourMedical ImagingMagnetic Resonance Spectroscopy +13

Adaptive anomaly detection system based on machine learning algorithms in an industrial control environment

Jan Vávra, Martin Hromada, Luděk Lukáš, +1

International Journal of Critical Infrastructure Protection

New TechnologiesAnomaly DetectionMachine LearningEngineeringIndustrial Engineering +19

Does the combination of magnetic resonance imaging and spectroscopic imaging improve the classification of brain tumours?

Andy Devos, Luděk Lukáš, Arjan W. Simonetti, +6

EngineeringPet-mriDiagnosisBrain LesionMrsi Data +17

Resilience Assessment in Electricity Critical Infrastructure from the Point of View of Converged Security

Martin Hromada, David Řehák, Luděk Lukáš

Energies

Electricity Critical InfrastructureEngineeringCritical Infrastructure ProtectionInformation SecurityResilience Level +17

Conceptual design of the resilience evaluation system of critical infrastructure elements and networks in selected areas in Czech republic

Martin Hromada, Luděk Lukáš