Search results for "Correlation coefficient"

showing 10 items of 166 documents

Classification of Heart Sounds Using Convolutional Neural Network

2020

Heart sounds play an important role in the diagnosis of cardiac conditions. Due to the low signal-to-noise ratio (SNR), it is problematic and time-consuming for experts to discriminate different kinds of heart sounds. Thus, objective classification of heart sounds is essential. In this study, we combined a conventional feature engineering method with deep learning algorithms to automatically classify normal and abnormal heart sounds. First, 497 features were extracted from eight domains. Then, we fed these features into the designed convolutional neural network (CNN), in which the fully connected layers that are usually used before the classification layer were replaced with a global averag…

Feature engineeringComputer science0206 medical engineeringconvolutional neural networkneuroverkot02 engineering and technologyOverfittingConvolutional neural networklcsh:Technologylcsh:Chemistry0202 electrical engineering electronic engineering information engineeringFeature (machine learning)General Materials ScienceSensitivity (control systems)sydäntauditInstrumentationlcsh:QH301-705.5Fluid Flow and Transfer Processesbusiness.industrylcsh:TProcess Chemistry and TechnologyDeep learning020208 electrical & electronic engineeringGeneral EngineeringPattern recognitiondiagnostiikkaMatthews correlation coefficientautomatic heart sound classification020601 biomedical engineeringlcsh:QC1-999Computer Science Applicationsfeature engineeringkoneoppiminenlcsh:Biology (General)lcsh:QD1-999lcsh:TA1-2040Heart soundsArtificial intelligencetiedonlouhintabusinesslcsh:Engineering (General). Civil engineering (General)lcsh:PhysicsApplied Sciences
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Evaluation of different similarity indices as measures of succession in arthropod communities of the forest floor after clear-cutting.

1979

Communities of spiders (Araneae) and beetles (Coleoptera) living in the soil and litter of clear-cut areas were compared with those of intact forest stands. Sixteen different indices of similarity were tested on three sets of material: spiders and beetles examined during one year in three clear-cut areas felled 3, 6 and 9 years earlier, and spiders in one clear-cut area examined during 7 successive years after felling. Other sources of evidence showed that succession in the spider community was divergent for at least 7 years after felling. The indices that seemed to express the changes best were: (1) Kendall's rank correlation test, (2) the Bray-Curtis measure, (3) Renkonen's percentage sim…

Forest floorClearcuttingSimilarity (network science)Correlation coefficientEcologyLitterEcological successionBiologyFellingEcology Evolution Behavior and SystematicsRank correlationOecologia
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A study on the effect of contact pressure during physical activity on photoplethysmographic heart rate measurements

2020

Heart rate (HR) as an important physiological indicator could properly describe global subject&rsquo

Future studies0206 medical engineeringheart rate (HR)Physical activityPhysical exercise02 engineering and technologylcsh:Chemical technology01 natural sciencesBiochemistrySignalContact force Contact pressure Heart rate (HR) Heart rate reliability Heart rate signal Photoplethysmography (PPG) PPG accuracy PPG sensor WearablesArticleAnalytical ChemistryPPG accuracysymbols.namesakeWearable Electronic Devicesphotoplethysmography (PPG)Heart RateHeart rateSettore ING-IND/12 - Misure Meccaniche E TermicheMedicineheart rate reliabilityHumanslcsh:TP1-1185Electrical and Electronic EngineeringPhotoplethysmographyInstrumentationExercisecontact pressureheart rate signalbusiness.industry010401 analytical chemistrySignal Processing Computer-Assisted020601 biomedical engineeringAtomic and Molecular Physics and OpticsPearson product-moment correlation coefficient0104 chemical sciencesIntensity (physics)PPG sensorwearablessymbolssense organsbusinesscontact forceContact pressureBiomedical engineering
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Tracking of Television Viewing Time during Adulthood: The Young Finns Study.

2016

Purpose: The aim of this study was to investigate the tracking of television viewing (TV) time as an indicator of sedentary behavior among adults for a period of 25 yr. Methods: A random sample of 1601 subjects (740 men) age 18, 21, and 24 yr participated in the Cardiovascular Risk in Young Finns Study in 1986. TV time during leisure time was measured with a single self-report question at baseline and in 2001, 2007, and 2011. Tracking of TV time was analyzed using Spearman rank correlations and simplex models. Level and change of TV time were examined using linear growth modeling. Results: The 4- and 6-yr integrated TV time stability coefficients, adjusted for measurement errors, were Q0.60…

GerontologyAdultMaleTelevision viewingTV viewingTime FactorsAdolescentLeisure timePhysical Therapy Sports Therapy and RehabilitationSpearman's rank correlation coefficientadult population03 medical and health sciencesYoung Adult0302 clinical medicineSex Factorssedentary behaviorHumansOrthopedics and Sports Medicine030212 general & internal medicineLongitudinal StudiesYoung adultta315FinlandSedentary lifestylemonitasoanalyysiage cohortsAge Factorsta3141ta3142030229 sport sciencesSedentary behaviorstabilityMiddle Agedmultilevel analysisFemaleTelevisionTracking (education)Sedentary BehaviorLinear growthPsychologyDemographyMedicine and science in sports and exercise
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Reliability and Validity of Family Affluence Scale (FAS II) among Adolescents in Beijing, China

2011

This study comprises two sub-studies. Study I assessed the test-retest reliability of Family Affluence Scale (FAS II) items among 95 students aged 11 and 15 years old in Beijing. Study II investigated the completion rate of traditional indicators (parents’ educational level, perceived family wealth, resident area, and school location) measuring socioeconomic status (SES) compared with FAS II, and examined the internal reliability, external and construct validity of the FAS II items in a population of 5876 schoolchildren aged 11, 13 and 15 years old in Beijing. Our study found that the FAS II items have high completion rates (> 99%) which are better than other SES indicators. Analyses of rel…

GerontologyChinaeducation.field_of_studyHealth (social science)Rasch modelSociology and Political ScienceSocial PsychologyPopulationConstruct validitykoettu perheen taloudellinen tilanneReliabilityAdolescentsSpearman's rank correlation coefficientExternal validityFamily Affluence ScalenuoretCronbach's alphaKiinavaliditeettiScale (social sciences)educationPsychologySocioeconomic statusreliabiliteettiDemographyChild Indicators Research
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Testing and comparing two self-care-related instruments among older Chinese adults

2017

Objectives The study aimed to test and compare the reliability and validity, including sensitivity and specificity of the two self-care-related instruments, the Self-care Ability Scale for the Elderly (SASE), and the Appraisal of Self-care Agency Scale-Revised (ASAS-R), among older adults in the Chinese context. Methods A cross-sectional design was used to conduct this study. The sample consisted of 1152 older adults. Data were collected by a questionnaire including the Chinese version of SASE (SASE-CHI), the Chinese version of ASAS-R (ASAS-R-CHI) and the Exercise of Self-Care Agency scale (ESCA). Homogeneity and stability, content, construct and concurrent validity, and sensitivity and spe…

GerontologyMaleAgingResearch ValidityPhysiologylcsh:MedicineGeographical LocationsHabitsElderlySurveys and QuestionnairesStatisticsContent validityMedicine and Health SciencesMedicineEthnicitieslcsh:ScienceGeriatricsCognitive ImpairmentAged 80 and overMultidisciplinary030504 nursingCognitive Neurology030503 health policy & servicesResearch AssessmentMiddle AgedNeurologyFemale0305 other medical scienceResearch Articlemedicine.medical_specialtyChinaAsiaCorrelation coefficientPsychometricsCognitive NeuroscienceConcurrent validityResearch and Analysis MethodsSensitivity and Specificity03 medical and health sciencesCronbach's alphaHumansRank correlationAgedBehaviorReceiver operating characteristicbusiness.industrylcsh:RConstruct validityBiology and Life SciencesReproducibility of ResultsSelf CareCross-Sectional StudiesAge GroupsGeriatricsPeople and PlacesCognitive Sciencelcsh:QPopulation GroupingsbusinessPhysiological ProcessesOrganism DevelopmentChinese PeopleNeuroscienceDevelopmental BiologyPLoS ONE
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Reliability and Validity of the Tilburg Frailty Indicator in 5 European Countries

2020

OBJECTIVES: To assess the internal consistency, convergent and divergent validity, and concurrent validity of the Tilburg Frailty Indicator (TFI) within community-dwelling older people in Spain, Greece, Croatia, the Netherlands, and the United Kingdom.DESIGN: Cross-sectional study.SETTING: Primary care and community settings.PARTICIPANTS: In total, 2250 community-dwelling older people (60.3% women; mean age = 79.7 years; standard deviation = 5.7).METHODS: We assessed the reliability and validity of the full TFI as well as its physical, psychological, and social domains. Baseline data of the Urban Health Centers Europe project were used. The internal consistency was assessed with the Cronbac…

GerontologyMalevalidityolder people0302 clinical medicineSelf-reported questionnaireBIOMEDICINA I ZDRAVSTVO. Javno zdravstvo i zdravstvena zaštita.Surveys and Questionnaires030212 general & internal medicineGeneral NursingReliability (statistics)media_commonNetherlandsFrailtyGreeceHealth PolicyLonelinessGeneral MedicineEuropeFeelingScale (social sciences)symbolsFemalemedicine.symptomPsychometricsmedia_common.quotation_subjectFrail ElderlyConcurrent validityfrailtySelf-reported questionnaire frailty reliability validity Europe older people03 medical and health sciencessymbols.namesakeCronbach's alphamedicineHumansGeriatric AssessmentAgedreliabilitybusiness.industryBIOMEDICINE AND HEALTHCARE. Public Health and Health Care.Reproducibility of ResultsMental healthPearson product-moment correlation coefficientUnited KingdomCross-Sectional StudiesSpainQuality of LifeGeriatrics and Gerontologybusiness030217 neurology & neurosurgery
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Psychometric properties of the Norwegian version of the Kidscreen-27 questionnaire

2016

Background The Norwegian version of the Kidscreen-27, a measure of generic health-related quality of life, has not yet been validated. Thus, the aim of this study was to investigate the reliability and validity of the Norwegian Kidscreen-27, in 10 year-old children. Methods The Kidscreen-27 consists of five domains and was validated in a cross-sectional study of 1085 school children (52.5 % boys). In addition a subsample of 56 children also had repeated measures in order to study test-retest reliability. Results Cronbach's alpha values ranged from 0.73 to 0.83, while intraclass correlation values over time ranged from 0.71 to 0.81. The domains of physical well-being, psychological well-bein…

GerontologyQuality of lifeAdultMaleParentsPsychometricsPsychometricsIntraclass correlationHealth-related quality of lifeNorwegianSpearman's rank correlation coefficientValidity03 medical and health sciences0302 clinical medicineCronbach's alphaSurveys and QuestionnairesMedicineHealth Status IndicatorsHumans030212 general & internal medicineChildStudentsChildrenReliability (statistics)business.industryNorway030503 health policy & servicesResearchKidscreen-27Public Health Environmental and Occupational HealthRepeated measures designReproducibility of ResultsGeneral MedicineMiddle AgedReliabilitylanguage.human_languageConfirmatory factor analysisCross-Sectional StudieslanguageFemale0305 other medical sciencebusinessFactor Analysis StatisticalClinical psychologyHealth and Quality of Life Outcomes
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Weighted Likelihood Function of Multiple Statistical Parameters to Retrieve 2D TRUS-MR Slice Correspondece for Prostate Biopsy

2012

International audience; This paper presents a novel method to identify the 2D axial Magnetic Resonance (MR) slice from a pre-acquired MR prostate volume that closely corresponds to the 2D axial Transrectal Ultrasound (TRUS) slice obtained during prostate biopsy. The shape-context representations of the segmented prostate contours in both the imaging modalities are used to establish point correspondences using Bhattacharyya distance. Thereafter, Chi-square distance is used to find the prostate shape similarities between the MR slices and the TRUS slice. Normalized mutual information and correlation coefficient between the TRUS and MR slices are computed to find the information theoretic simi…

Ground truthProstate biopsySimilarity (geometry)Correlation coefficientmedicine.diagnostic_test[ INFO.INFO-IM ] Computer Science [cs]/Medical Imagingbusiness.industryStatistical parameter[INFO.INFO-IM] Computer Science [cs]/Medical ImagingMagnetic resonance imagingPattern recognition02 engineering and technologyImage segmentationurologic and male genital diseases030218 nuclear medicine & medical imaging03 medical and health sciences0302 clinical medicine0202 electrical engineering electronic engineering information engineeringmedicine[INFO.INFO-IM]Computer Science [cs]/Medical ImagingBhattacharyya distance020201 artificial intelligence & image processingArtificial intelligencebusinessMathematics
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Factor analysis-based approach for early uptake automatic quantification of breast cancer by 18F-FDG PET images sequence

2014

International audience; Factor Analysis of Medical Image Sequences (FAMIS) is recognized as one pioneer successfully used approach for analyzing especially dynamic images' sequence for estimating kinetics and associated compartments having a physiological meaning. Some studies tried to extend the exploring of this approach to analyze Positron Emission Tomography (PET) image modality for dynamic sequences. PET images with 18F-fluorodesoxyglucose (18F-FDG) is the gold standard for in vivo, evaluation of tumor glucose metabolism and is widely used in clinical oncology. In this paper, a novel approach is proposed to obtain an automated quantification method for early accumulation of 18F-FDG tra…

Health InformaticsStandardized uptake value[SDV.IB.MN]Life Sciences [q-bio]/Bioengineering/Nuclear medicine[SDV.IB.MN] Life Sciences [q-bio]/Bioengineering/Nuclear medicine[ SDV.IB.MN ] Life Sciences [q-bio]/Bioengineering/Nuclear medicine030218 nuclear medicine & medical imaging18f fdg pet03 medical and health sciencessymbols.namesake0302 clinical medicineBreast cancermedicineComputingMilieux_MISCELLANEOUSSequencemedicine.diagnostic_testbusiness.industryCancerPattern recognitionGold standard (test)medicine.diseasePearson product-moment correlation coefficient3. Good healthPositron emission tomography030220 oncology & carcinogenesisSignal ProcessingsymbolsArtificial intelligencebusinessNuclear medicineBiomedical Signal Processing and Control
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