Search results for "Bayes"

showing 10 items of 847 documents

ActRec: A Wi-Fi-Based Human Activity Recognition System

2020

In this paper, we develop a Wi-Fi-based activity recognition system called ActRec, which can be used for the remote monitoring of elderly. ActRec comprises two parts: radio-frequency (RF) sensing and machine learning. In the RF sensing part, two laptops act as transmitter and receiver to record the channel transfer function of an indoor environment. This RF data is collected in the presence of seven human participants performing three activities: walking, falling, and sitting. The RF data containing the fingerprints of user activity is then pre-processed with various signal processing algorithms to reduce noise effects and to estimate the mean Doppler shift (MDS) of each data sample. We pro…

Activity recognitionNaive Bayes classifierStatistical classificationComputer sciencebusiness.industryFeature vectorDecision treePattern recognitionArtificial intelligencebusiness2020 IEEE International Conference on Communications Workshops (ICC Workshops)
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Total energy expenditure is repeatable in adults but not associated with short-term changes in body composition

2022

Low total energy expenditure (TEE, MJ/d) has been a hypothesized risk factor for weight gain, but repeatability of TEE, a critical variable in longitudinal studies of energy balance, is understudied. We examine repeated doubly labeled water (DLW) measurements of TEE in 348 adults and 47 children from the IAEA DLW Database (mean ± SD time interval: 1.9 ± 2.9 y) to assess repeatability of TEE, and to examine if TEE adjusted for age, sex, fat-free mass, and fat mass is associated with changes in weight or body composition. Here, we report that repeatability of TEE is high for adults, but not children. Bivariate Bayesian mixed models show no among or within-individual correlation between body c…

Adipose Tissue/metabolismAdultMaleDatabases FactualBody Composition/physiologyScienceGeneral Physics and AstronomyWeight GainArticleGeneral Biochemistry Genetics and Molecular BiologyEnergy Metabolism/physiologyRC1200DatabasesClinical Research2.1 Biological and endogenous factorsHumansVDP::Medisinske Fag: 700ObesityLongitudinal StudiesAetiologyChildMetabolic and endocrineFactualWeight Gain/physiologyNutritionPediatricMultidisciplinaryWater/metabolismQWaterBayes TheoremGeneral ChemistryMiddle AgedRisk factorsAdipose TissueIsotope LabelingBody CompositionFemaleIAEA DLW Database ConsortiumEnergy Metabolismhuman activities
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Cognitive priming in sung and instrumental music: Activation of inferior frontal cortex

2006

Neural correlates of the processing of musical syntax-like structures have been investigated via expectancy violation due to musically unrelated (i.e., unexpected) events in musical contexts. Previous studies reported the implication of inferior frontal cortex in musical structure processing. However - due to the strong musical manipulations - activations might be explained by sensory deviance detection or repetition priming. Our present study investigated neural correlates of musical structure processing with subtle musical violations in a musical priming paradigm. Instrumental and sung sequences ended on related and less-related musical targets. The material controlled sensory priming com…

AdultCognitive NeuroscienceOrbital gyriMiddle temporal gyrusInferior frontal gyrusAuditory cortexbehavioral disciplines and activitiesSuperior temporal gyrusCognitionSupramarginal gyrusImage Processing Computer-AssistedHumansTemporal dynamics of music and languageCerebral CortexBayes TheoremMagnetic Resonance ImaginghumanitiesFrontal LobeOxygenEmotional lateralizationNeurologyData Interpretation StatisticalFemaleCuesPsychologyhuman activitiesNeuroscienceMusicPsychomotor PerformanceCognitive psychologyNeuroImage
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Initial psychometric testing of the coach-adapted version of the empowering and disempowering motivational climate questionnaire: A Bayesian approach.

2020

The present study examined the psychometric properties of the coach-adapted version of the Empowering and Disempowering Motivational Climate Questionnaire (EDMCQ) using Bayesian structural equation modelling (BSEM). The sample included 780 (

AdultCross-Cultural ComparisonMalePsychometricsApplied psychologyBayesian probabilityFootball030209 endocrinology & metabolismPhysical Therapy Sports Therapy and RehabilitationCross cultural equivalenceCoaching03 medical and health sciences0302 clinical medicineSurveys and QuestionnairesHumansOrthopedics and Sports MedicinePsychometric testingMotivationbusiness.industryYouth SportsMentoringBayes Theorem030229 sport sciencesSport psychologySelf ConceptEuropeFemalePower PsychologicalbusinessPsychologyJournal of sports sciences
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Comparison of cystatin C and creatinine-based glomerular filtration rate formulas with 51Cr-EDTA clearance in patients with cirrhosis

2011

Renal function is an important predictor of survival in cirrhosis and liver transplantation. GFR estimates using serum cystatin C (CysC) are proposed as better predictors of renal function than ones on the basis of serum creatinine (Cr). Our aims were: (1) evaluate correlations between serum CysC and different methods of creatinine measurements; (2) compare CysC and Cr GFR formulas with (51)Cr-EDTA; and (3) evaluate liver-related parameters potentially influencing GFR.254 blood samples in 65 patients with cirrhosis correlating CysC with four Cr methods were used; another 74 patients comparing (51)Cr-EDTA GFR to Modification of Diet in Renal Disease and Larsson and Hoek formulas for CysC wer…

AdultLiver CirrhosisMalemedicine.medical_specialtyCirrhosisBilirubinEpidemiologymedicine.medical_treatmentUrologyRenal functionLiver transplantationurologic and male genital diseasesCritical Care and Intensive Care MedicineAdult; Aged; Aged 80 and over; Bilirubin; Creatinine; Cystatin C; Female; Humans; Liver Cirrhosis; Male; Middle Aged; Multivariate Analysis; Chromium Radioisotopes; Edetic Acid; Glomerular Filtration Rate; Nephrology; Transplantation; Epidemiology; Critical Care and Intensive Care Medicinechemistry.chemical_compoundBayesian multivariate linear regressionInternal medicine80 and overMedicineHumansCystatin CEdetic AcidAgedAged 80 and overCreatinineTransplantationbiologybusiness.industrycirrhosisBilirubinOriginal Articles51cr edta clearanceMiddle Agedmedicine.diseaseChromium RadioisotopesEndocrinologyCystatin CchemistryNephrologyCreatinineMultivariate Analysisbiology.proteinFemalebusinessGlomerular Filtration Rate
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Socio-economic inequalities in mortality due to injuries in small areas of ten cities in Spain (MEDEA Project).

2011

Abstract Objectives To analyse socio-economic inequalities in mortality due to injuries among census tracts of ten Spanish cities by sex and age in the period 1996–2003. Methods This is a cross-sectional ecological study where the units of analysis are census tracts. The study population consisted of people residing in the cities during the period 1996–2003. For each census tract we obtained an index of socio-economic deprivation, and estimated standardized mortality ratios using hierarchical Bayesian models which take into account the spatial structure of the data. Results In the majority of the cities, the geographical pattern of total mortality from injuries is similar to that of the soc…

AdultMaleAdolescentPoison controlHuman Factors and ErgonomicsSuicide preventionOccupational safety and healthYoung AdultResidence CharacteristicsCause of DeathPoverty AreasInjury preventionHumansCitiesSafety Risk Reliability and QualityModels StatisticalPublic Health Environmental and Occupational HealthUrban HealthHuman factors and ergonomicsEcological studyBayes TheoremCensusesCensusMiddle AgedGeographyCross-Sectional StudiesSocioeconomic FactorsSpainPopulation studyWounds and InjuriesFemaleDemographyAccident; analysis and prevention
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A Bayesian Method for Predicting 5‐Fluorouracil Pharmacokinetic Parameters Following Short‐Term Infusion in Patients With Colorectal Cancer

2003

Abstract The objective of this study was to develop a population pharmacokinetic model and validate it using a Bayesian approach for predicting, a priori and a posteriori , the individual volume of distribution ( V d ) and clearance ( Cl ) of 5‐fluorouracil (5‐FU) given as short‐term intravenous infusion in weekly and multiple doses. Forty‐four patients were divided in group A (5‐FU weekly doses) including 27 patients with nonmetastatic colorectal adenocarcinoma treated with 450 mg/m 2 of 5‐FU, 1 day per week for 48 doses, plus oral levamisol (50 mg/8 h) for 3 days, every 15 days and group B (5‐FU multiple doses) including 17 patients with metastatic colorectal adenocarcinoma, receiving 5‐F…

AdultMaleAntimetabolites Antineoplasticmedicine.medical_specialtyPopulationUrologyPharmaceutical ScienceRenal functionModels BiologicalDrug Administration ScheduleFolinic acidPharmacokineticsInternal medicineBlood plasmamedicineHumansInfusions IntravenouseducationAgedBody surface areaVolume of distributioneducation.field_of_studybusiness.industryBayes TheoremMiddle AgedNONMEMEndocrinologyArea Under CurveFemaleFluorouracilColorectal Neoplasmsbusinessmedicine.drugJournal of Pharmaceutical Sciences
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Facilitating Effect of Natural Frequencies: Size Does Not Matter

2009

The question of whether humans are able to work in a Bayesian way is currently a topic of substantial investigation. An important finding, reported by Gigerenzer and Hoffrage in 1995 is that Bayesian reasoning is facilitated when the information format corresponds to natural frequencies. The present concern was whether the facilitating effect of frequencies persists when natural frequencies relate to samples which are not convenient multiples of 10. 150 undergraduates participated as volunteers (42 men, 108 women; M age = 23 yr.). Analysis showed the effect of natural frequency formats was not dependent on size of reference class. Theoretical and practical implications are discussed.

AdultMaleComputer scienceConcept FormationDecision MakingStatistics as TopicBayesian probabilityBayesian reasoningExperimental and Cognitive PsychologyProbabilistic reasoningBayesian inferenceSampling StudiesJudgmentHumansNatural (music)Reference classPractical implicationsMultipleModels StatisticalBayes TheoremSensory SystemsNatural frequencies formatFemaleSocial psychologyAlgorithmsMathematicsCognitive psychologyPerceptual and Motor Skills
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The association between stress mindset and physical and psychological wellbeing: testing a stress beliefs model in police officers.

2020

Objective: Emergency service workers like police officers experience high levels of stress in the course of their regular duties. Holding particular stress mindsets may help to mitigate the deleter...

AdultMaleCoping (psychology)Applied psychologyMindset03 medical and health sciences0302 clinical medicineSurveys and QuestionnairesAdaptation PsychologicalHumans030212 general & internal medicineApplied PsychologyInternet030505 public healthPublic Health Environmental and Occupational HealthBayes TheoremGeneral MedicineGeneral ChemistryMiddle AgedService workerPoliceCross-Sectional StudiesFemaleOccupational stress0305 other medical sciencePsychologyStress PsychologicalPsychologyhealth
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Predicting limiting 'free sugar' consumption using an integrated model of health behavior.

2020

Excess intake of ‘free sugars’ is a key predictor of chronic disease, obesity, and dental ill health. Given the importance of determining modifiable predictors of free sugar-related dietary behaviors, we applied the integrated behavior change model to predict free sugar limiting behaviors. The model includes constructs representing ‘reasoned’ or deliberative processes that lead to action (e.g., social cognition constructs, intentions), and constructs representing ‘non-conscious’ or implicit processes (e.g., implicit attitudes, behavioral automaticity) as predictors of behavior. Undergraduate students (N = 205) completed measures of autonomous and controlled motivation, the theory of planned…

AdultMaleDietary SugarsHealth BehaviorasenteetIntentionIntentionsruokavaliotBasic Behavioral and Social ScienceravitsemuskäyttäytyminenYoung AdultsokerikäyttäytymismallitClinical ResearchFree sugar intakeBehavioral and Social ScienceHumansBehavioral automaticityDual processStudentsNutritionImplicit attitudesNutrition & DieteticsPreventionBayes TheoremFeeding BehaviorDietruokatottumuksetTheory of planned behaviorTranstheoretical ModelterveyskäyttäytyminenFemaleHabitPsychological TheoryAttitude to Health
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