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ID:16067495
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页数:14页
时间:2018-08-07
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1、AnopensystemmodelGlobalizationabc1*ResearchChallengesforHealthcareFromDatatoKnowledgetoAction:EnablingEvidence-BasedHealthcareBiomedicaldata,personaldata(e.g.,24x7activityandphysiologytraces),andrelevantcontextualdata(e.g.,indoorandoutdoorairquality,exposurestotoxins)Extraction,storage,andfusionofmu
2、ltipleclassesofdatafromdisparatesourcesandcontexts2021/8/515:382ResearchChallengesforHealthcareCont.Empoweringpeople–providersandconsumers–improveshealthcarequalityHuman-computerinteractionresearchThediscoursebetweenapatientandadoctor2021/8/515:383ResearchChallengesforHealthcareCont.Computer-basedkn
3、owledgesystemHumanlearningandreasoningDecision-makingPhysicalmotionsignificantlyenhanceshumancapabilities2021/8/515:384ResearchChallengesforHealthcareCont.Healthcareisacomplex,large-scale,adaptivedistributedevolvingsystemResearcherswithdifferentbackgroundsandrolesPolicyandInvestmentPrivacyandSecurit
4、y2021/8/515:385Evidence-BasedHealthcare:FallDetection62021/8/515:38OurSystem:HONEYHONEY:HOmehealthcaresentiNElsYstemHONEY:3-stepsdetection72021/8/515:38ImplementationFallSensor:HTCSmartphoneHomeserver:Laptop,Microphone,CameraCloudPIS:HadoopDFS82021/8/515:38Implementation(Cont.)92021/8/515:38-Determi
5、nationoftheThresholdofSVMResult1:DistinguishbetweenFallandnon-Fallaccurately.-TheaccuracyofSpeechRecognition:Result2:Maintainhighaccuracyinquietandnoisyenvironments.Experiments&Results102021/8/515:38Experiments&Results(Cont.)Result12021/8/515:38112021/8/515:3812Experiments&Results(Cont.)Result22021/
6、8/515:3813ResolutionFileSize(MB)UploadTime(s)DownloadTime(s)TotalTime(s)640×48097.422673892656352×28840.69451621107320×24030.8717123840176×14412.328649335Experiments&Results(Cont.)Result3ConclusionInordertoimprovetheperformanceandaccuracy,wedeployspeechrecognitionandimagestoreducethepositiverateandf
7、alsenegativerate.TheprivacyprotectionisalsoconsideredinHONEY.OurevaluationshowsthatHONEYprovidesreliable,safe,andresponsivefalldetectioninhomeenvironment.142021/8/515:38
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