Search results for "S-transform"

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Phase information of time-frequency transforms as a key feature for classification of atrial fibrillation episodes

2015

[EN] Patients suffering from atrial fibrillation can be classified into different subtypes, according to the temporal pattern of the arrhythmia and its recurrence. Nowadays, clinicians cannot differentiate a priori between the different subtypes, and patient classification is done afterwards, when its clinical course is available. In this paper we present a comparison of classification performances when differentiating paroxysmal and persistent atrial fibrillation episodes by means of support vector machines. We analyze short surface electrocardiogram recordings by extracting modulus and phase features from several time-frequency transforms: short-time Fourier transform, Wigner-Ville, Choi-…

AdultSupport Vector MachineEXPRESION GRAFICA EN LA INGENIERIAPhysiologyBiomedical EngineeringBiophysicsPhase (waves)Sensitivity and SpecificityS-transform general Fourier-family transformCohort StudiesTertiary Care CentersElectrocardiographysymbols.namesakeText miningPhysiology (medical)Atrial FibrillationmedicineHumanscardiovascular diseasesAgedAged 80 and overPrincipal Component AnalysisFourier Analysisbusiness.industryCardiovascular AgentsAtrial fibrillationPattern recognitionMiddle Agedmedicine.diseaseAtrial fibrillationTime–frequency analysisSupport vector machineFourier transformROC CurveFeature (computer vision)Fourier analysisArea Under CurveTime-frequency transformsHypertensionsymbolsArtificial intelligenceMedical emergencybusiness
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