SlideShare a Scribd company logo

Automated health alerts using in home sensor data for embedded health assessment

•Download as DOCX, PDF•
•
I3E Technologies
I3E Technologies

I3E Technologies, #23/A, 2nd Floor SKS Complex, Opp. Bus Stand, Karur-639 001. IEEE PROJECTS AVAILABLE, NON-IEEE PROJECTS AVAILABLE, APPLICATION BASED PROJECTS AVAILABLE, MINI-PROJECTS AVAILABLE.

Engineering
1 of 1
AUTOMATED HEALTH ALERTS USING IN-HOME SENSOR DATA FOR EMBEDDED HEALTH ASSESSMENT ABSTRACT We present an example of unobtrusive, continuous monitoring in the home for the purpose of assessing early health changes. Sensors embedded in the environment capture behavior and activity patterns. Changes in patterns are detected as potential signs of changing health. We _rst present results of a preliminary study investigating 22 features extracted from in- home sensor data. A 1-D alert algorithm was then implemented to generate health alerts to clinicians in a senior housing facility. Clinicians analyze each alert and provide a rating on the clinical relevance. These ratings are then used as ground truth for training and testing classi_ers. Here, we present the methodology for four classi_cation approaches that fuse multisensory data. Results are shown using embedded sensor data and health alert ratings collected on 21 seniors over nine months. The best results show similar performance for two techniques, where one approach uses only domain knowledge and the second uses supervised learning for training. Finally, we propose a health change detection model based on these results and clinical expertise. The system of in-home sensors and algorithms for automated health alerts provides a method for detecting health problems very early so that early treatment is possible. This method of passive in-home sensing alleviates compliance issues.

Recommended

Ai in diabetes management
Ai in diabetes managementAi in diabetes management
Ai in diabetes managementGOPAL KHODVE
 
IRJET- Diabetes Prediction by Machine Learning over Big Data from Healthc...
IRJET- Diabetes Prediction by Machine Learning over Big Data from Healthc...IRJET- Diabetes Prediction by Machine Learning over Big Data from Healthc...
IRJET- Diabetes Prediction by Machine Learning over Big Data from Healthc...IRJET Journal
 
IRJET - Prediction and Detection of Diabetes using Machine Learning
IRJET - Prediction and Detection of Diabetes using Machine LearningIRJET - Prediction and Detection of Diabetes using Machine Learning
IRJET - Prediction and Detection of Diabetes using Machine LearningIRJET Journal
 
Artificial Intelligence and Diabetes
Artificial Intelligence and DiabetesArtificial Intelligence and Diabetes
Artificial Intelligence and DiabetesIris Thiele Isip-Tan
 
Data Science Deep Roots in Healthcare Industry
Data Science Deep Roots in Healthcare IndustryData Science Deep Roots in Healthcare Industry
Data Science Deep Roots in Healthcare IndustryDinesh V
 
Big Data Analytics: A perspective in healthcare
Big Data Analytics: A perspective in healthcareBig Data Analytics: A perspective in healthcare
Big Data Analytics: A perspective in healthcareAlvina Verghis
 
Analysis and Prediction of Diabetes Diseases using Machine Learning Algorithm...
Analysis and Prediction of Diabetes Diseases using Machine Learning Algorithm...Analysis and Prediction of Diabetes Diseases using Machine Learning Algorithm...
Analysis and Prediction of Diabetes Diseases using Machine Learning Algorithm...IRJET Journal
 
IRJET- Predicting Diabetes Disease using Effective Classification Techniques
IRJET- Predicting Diabetes Disease using Effective Classification TechniquesIRJET- Predicting Diabetes Disease using Effective Classification Techniques
IRJET- Predicting Diabetes Disease using Effective Classification TechniquesIRJET Journal
 

Recommended

Ai in diabetes management
Ai in diabetes managementAi in diabetes management
Ai in diabetes managementGOPAL KHODVE
 
IRJET- Diabetes Prediction by Machine Learning over Big Data from Healthc...
IRJET- Diabetes Prediction by Machine Learning over Big Data from Healthc...IRJET- Diabetes Prediction by Machine Learning over Big Data from Healthc...
IRJET- Diabetes Prediction by Machine Learning over Big Data from Healthc...IRJET Journal
 
IRJET - Prediction and Detection of Diabetes using Machine Learning
IRJET - Prediction and Detection of Diabetes using Machine LearningIRJET - Prediction and Detection of Diabetes using Machine Learning
IRJET - Prediction and Detection of Diabetes using Machine LearningIRJET Journal
 
Artificial Intelligence and Diabetes
Artificial Intelligence and DiabetesArtificial Intelligence and Diabetes
Artificial Intelligence and DiabetesIris Thiele Isip-Tan
 
Data Science Deep Roots in Healthcare Industry
Data Science Deep Roots in Healthcare IndustryData Science Deep Roots in Healthcare Industry
Data Science Deep Roots in Healthcare IndustryDinesh V
 
Big Data Analytics: A perspective in healthcare
Big Data Analytics: A perspective in healthcareBig Data Analytics: A perspective in healthcare
Big Data Analytics: A perspective in healthcareAlvina Verghis
 
Analysis and Prediction of Diabetes Diseases using Machine Learning Algorithm...
Analysis and Prediction of Diabetes Diseases using Machine Learning Algorithm...Analysis and Prediction of Diabetes Diseases using Machine Learning Algorithm...
Analysis and Prediction of Diabetes Diseases using Machine Learning Algorithm...IRJET Journal
 
IRJET- Predicting Diabetes Disease using Effective Classification Techniques
IRJET- Predicting Diabetes Disease using Effective Classification TechniquesIRJET- Predicting Diabetes Disease using Effective Classification Techniques
IRJET- Predicting Diabetes Disease using Effective Classification TechniquesIRJET Journal
 
IRJET- Diabetes Diagnosis using Machine Learning Algorithms
IRJET- Diabetes Diagnosis using Machine Learning AlgorithmsIRJET- Diabetes Diagnosis using Machine Learning Algorithms
IRJET- Diabetes Diagnosis using Machine Learning AlgorithmsIRJET Journal
 
The Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health CareThe Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health Carejetweedy
 
Predictive Analytics and Machine Learning for Healthcare - Diabetes
Predictive Analytics and Machine Learning for Healthcare - DiabetesPredictive Analytics and Machine Learning for Healthcare - Diabetes
Predictive Analytics and Machine Learning for Healthcare - DiabetesDr Purnendu Sekhar Das
 
IRJET- Diabetes Prediction using Machine Learning
IRJET- Diabetes Prediction using Machine LearningIRJET- Diabetes Prediction using Machine Learning
IRJET- Diabetes Prediction using Machine LearningIRJET Journal
 
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSISAN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSISijcsit
 
Diabetes prediction with r(using knn)
Diabetes prediction with r(using knn)Diabetes prediction with r(using knn)
Diabetes prediction with r(using knn)tanujoshi98
 
Performance evaluation of random forest with feature selection methods in pre...
Performance evaluation of random forest with feature selection methods in pre...Performance evaluation of random forest with feature selection methods in pre...
Performance evaluation of random forest with feature selection methods in pre...IJECEIAES
 
Various Data Mining Techniques for Diabetes Prognosis: A Review
Various Data Mining Techniques for Diabetes Prognosis: A ReviewVarious Data Mining Techniques for Diabetes Prognosis: A Review
Various Data Mining Techniques for Diabetes Prognosis: A Reviewijtsrd
 
Diabetes prediction using machine learning
Diabetes prediction using machine learningDiabetes prediction using machine learning
Diabetes prediction using machine learningdataalcott
 
An Experimental Study of Diabetes Disease Prediction System Using Classificat...
An Experimental Study of Diabetes Disease Prediction System Using Classificat...An Experimental Study of Diabetes Disease Prediction System Using Classificat...
An Experimental Study of Diabetes Disease Prediction System Using Classificat...IOSRjournaljce
 
IRJET - Machine Learning for Diagnosis of Diabetes
IRJET - Machine Learning for Diagnosis of DiabetesIRJET - Machine Learning for Diagnosis of Diabetes
IRJET - Machine Learning for Diagnosis of DiabetesIRJET Journal
 
Big Data, Artificial Intelligence & Healthcare
Big Data, Artificial Intelligence & HealthcareBig Data, Artificial Intelligence & Healthcare
Big Data, Artificial Intelligence & HealthcareIris Thiele Isip-Tan
 
Integrated Patient monitering system
Integrated Patient monitering systemIntegrated Patient monitering system
Integrated Patient monitering systemMohit Mahida
 
Prediction of Diabetes using Probability Approach
Prediction of Diabetes using Probability ApproachPrediction of Diabetes using Probability Approach
Prediction of Diabetes using Probability ApproachIRJET Journal
 
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUES
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUESPREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUES
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUESIAEME Publication
 
Now Wearable Technology Shifted Focus To Chronic Medical Illness
Now Wearable Technology Shifted Focus To Chronic Medical IllnessNow Wearable Technology Shifted Focus To Chronic Medical Illness
Now Wearable Technology Shifted Focus To Chronic Medical IllnessDivyaConsagous
 
Dave Tyas- Beyond 2010: SMART Living Panel
Dave Tyas- Beyond 2010: SMART Living PanelDave Tyas- Beyond 2010: SMART Living Panel
Dave Tyas- Beyond 2010: SMART Living Paneleventwithme
 
IRJET- Disease Analysis and Giving Remedies through an Android Application
IRJET- Disease Analysis and Giving Remedies through an Android ApplicationIRJET- Disease Analysis and Giving Remedies through an Android Application
IRJET- Disease Analysis and Giving Remedies through an Android ApplicationIRJET Journal
 
Machine learning in disease diagnosis
Machine learning in disease diagnosisMachine learning in disease diagnosis
Machine learning in disease diagnosisSushrutaMishra1
 
Improving Emergency Severity Index Score Poster
Improving Emergency Severity Index Score PosterImproving Emergency Severity Index Score Poster
Improving Emergency Severity Index Score PosterCarlana Coogle, RN,MSN,CEN
 
Automated health alerts using in home sensor data for embedded health assessment
Automated health alerts using in home sensor data for embedded health assessmentAutomated health alerts using in home sensor data for embedded health assessment
Automated health alerts using in home sensor data for embedded health assessmentredpel dot com
 
IRJET - E-Health Chain and Anticipation of Future Disease
IRJET - E-Health Chain and Anticipation of Future DiseaseIRJET - E-Health Chain and Anticipation of Future Disease
IRJET - E-Health Chain and Anticipation of Future DiseaseIRJET Journal
 

More Related Content

What's hot

IRJET- Diabetes Diagnosis using Machine Learning Algorithms
IRJET- Diabetes Diagnosis using Machine Learning AlgorithmsIRJET- Diabetes Diagnosis using Machine Learning Algorithms
IRJET- Diabetes Diagnosis using Machine Learning AlgorithmsIRJET Journal
 
The Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health CareThe Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health Carejetweedy
 
Predictive Analytics and Machine Learning for Healthcare - Diabetes
Predictive Analytics and Machine Learning for Healthcare - DiabetesPredictive Analytics and Machine Learning for Healthcare - Diabetes
Predictive Analytics and Machine Learning for Healthcare - DiabetesDr Purnendu Sekhar Das
 
IRJET- Diabetes Prediction using Machine Learning
IRJET- Diabetes Prediction using Machine LearningIRJET- Diabetes Prediction using Machine Learning
IRJET- Diabetes Prediction using Machine LearningIRJET Journal
 
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSISAN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSISijcsit
 
Diabetes prediction with r(using knn)
Diabetes prediction with r(using knn)Diabetes prediction with r(using knn)
Diabetes prediction with r(using knn)tanujoshi98
 
Performance evaluation of random forest with feature selection methods in pre...
Performance evaluation of random forest with feature selection methods in pre...Performance evaluation of random forest with feature selection methods in pre...
Performance evaluation of random forest with feature selection methods in pre...IJECEIAES
 
Various Data Mining Techniques for Diabetes Prognosis: A Review
Various Data Mining Techniques for Diabetes Prognosis: A ReviewVarious Data Mining Techniques for Diabetes Prognosis: A Review
Various Data Mining Techniques for Diabetes Prognosis: A Reviewijtsrd
 
Diabetes prediction using machine learning
Diabetes prediction using machine learningDiabetes prediction using machine learning
Diabetes prediction using machine learningdataalcott
 
An Experimental Study of Diabetes Disease Prediction System Using Classificat...
An Experimental Study of Diabetes Disease Prediction System Using Classificat...An Experimental Study of Diabetes Disease Prediction System Using Classificat...
An Experimental Study of Diabetes Disease Prediction System Using Classificat...IOSRjournaljce
 
IRJET - Machine Learning for Diagnosis of Diabetes
IRJET - Machine Learning for Diagnosis of DiabetesIRJET - Machine Learning for Diagnosis of Diabetes
IRJET - Machine Learning for Diagnosis of DiabetesIRJET Journal
 
Big Data, Artificial Intelligence & Healthcare
Big Data, Artificial Intelligence & HealthcareBig Data, Artificial Intelligence & Healthcare
Big Data, Artificial Intelligence & HealthcareIris Thiele Isip-Tan
 
Integrated Patient monitering system
Integrated Patient monitering systemIntegrated Patient monitering system
Integrated Patient monitering systemMohit Mahida
 
Prediction of Diabetes using Probability Approach
Prediction of Diabetes using Probability ApproachPrediction of Diabetes using Probability Approach
Prediction of Diabetes using Probability ApproachIRJET Journal
 
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUES
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUESPREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUES
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUESIAEME Publication
 
Now Wearable Technology Shifted Focus To Chronic Medical Illness
Now Wearable Technology Shifted Focus To Chronic Medical IllnessNow Wearable Technology Shifted Focus To Chronic Medical Illness
Now Wearable Technology Shifted Focus To Chronic Medical IllnessDivyaConsagous
 
Dave Tyas- Beyond 2010: SMART Living Panel
Dave Tyas- Beyond 2010: SMART Living PanelDave Tyas- Beyond 2010: SMART Living Panel
Dave Tyas- Beyond 2010: SMART Living Paneleventwithme
 
IRJET- Disease Analysis and Giving Remedies through an Android Application
IRJET- Disease Analysis and Giving Remedies through an Android ApplicationIRJET- Disease Analysis and Giving Remedies through an Android Application
IRJET- Disease Analysis and Giving Remedies through an Android ApplicationIRJET Journal
 
Machine learning in disease diagnosis
Machine learning in disease diagnosisMachine learning in disease diagnosis
Machine learning in disease diagnosisSushrutaMishra1
 
Improving Emergency Severity Index Score Poster
Improving Emergency Severity Index Score PosterImproving Emergency Severity Index Score Poster
Improving Emergency Severity Index Score PosterCarlana Coogle, RN,MSN,CEN
 

What's hot (20)

IRJET- Diabetes Diagnosis using Machine Learning Algorithms
IRJET- Diabetes Diagnosis using Machine Learning AlgorithmsIRJET- Diabetes Diagnosis using Machine Learning Algorithms
IRJET- Diabetes Diagnosis using Machine Learning Algorithms
 
The Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health CareThe Use of Predictive Analytics in Health Care
The Use of Predictive Analytics in Health Care
 
Predictive Analytics and Machine Learning for Healthcare - Diabetes
Predictive Analytics and Machine Learning for Healthcare - DiabetesPredictive Analytics and Machine Learning for Healthcare - Diabetes
Predictive Analytics and Machine Learning for Healthcare - Diabetes
 
IRJET- Diabetes Prediction using Machine Learning
IRJET- Diabetes Prediction using Machine LearningIRJET- Diabetes Prediction using Machine Learning
IRJET- Diabetes Prediction using Machine Learning
 
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSISAN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
 
Diabetes prediction with r(using knn)
Diabetes prediction with r(using knn)Diabetes prediction with r(using knn)
Diabetes prediction with r(using knn)
 
Performance evaluation of random forest with feature selection methods in pre...
Performance evaluation of random forest with feature selection methods in pre...Performance evaluation of random forest with feature selection methods in pre...
Performance evaluation of random forest with feature selection methods in pre...
 
Various Data Mining Techniques for Diabetes Prognosis: A Review
Various Data Mining Techniques for Diabetes Prognosis: A ReviewVarious Data Mining Techniques for Diabetes Prognosis: A Review
Various Data Mining Techniques for Diabetes Prognosis: A Review
 
Diabetes prediction using machine learning
Diabetes prediction using machine learningDiabetes prediction using machine learning
Diabetes prediction using machine learning
 
An Experimental Study of Diabetes Disease Prediction System Using Classificat...
An Experimental Study of Diabetes Disease Prediction System Using Classificat...An Experimental Study of Diabetes Disease Prediction System Using Classificat...
An Experimental Study of Diabetes Disease Prediction System Using Classificat...
 
IRJET - Machine Learning for Diagnosis of Diabetes
IRJET - Machine Learning for Diagnosis of DiabetesIRJET - Machine Learning for Diagnosis of Diabetes
IRJET - Machine Learning for Diagnosis of Diabetes
 
Big Data, Artificial Intelligence & Healthcare
Big Data, Artificial Intelligence & HealthcareBig Data, Artificial Intelligence & Healthcare
Big Data, Artificial Intelligence & Healthcare
 
Integrated Patient monitering system
Integrated Patient monitering systemIntegrated Patient monitering system
Integrated Patient monitering system
 
Prediction of Diabetes using Probability Approach
Prediction of Diabetes using Probability ApproachPrediction of Diabetes using Probability Approach
Prediction of Diabetes using Probability Approach
 
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUES
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUESPREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUES
PREDICTION OF DIABETES MELLITUS USING MACHINE LEARNING TECHNIQUES
 
Now Wearable Technology Shifted Focus To Chronic Medical Illness
Now Wearable Technology Shifted Focus To Chronic Medical IllnessNow Wearable Technology Shifted Focus To Chronic Medical Illness
Now Wearable Technology Shifted Focus To Chronic Medical Illness
 
Dave Tyas- Beyond 2010: SMART Living Panel
Dave Tyas- Beyond 2010: SMART Living PanelDave Tyas- Beyond 2010: SMART Living Panel
Dave Tyas- Beyond 2010: SMART Living Panel
 
IRJET- Disease Analysis and Giving Remedies through an Android Application
IRJET- Disease Analysis and Giving Remedies through an Android ApplicationIRJET- Disease Analysis and Giving Remedies through an Android Application
IRJET- Disease Analysis and Giving Remedies through an Android Application
 
Machine learning in disease diagnosis
Machine learning in disease diagnosisMachine learning in disease diagnosis
Machine learning in disease diagnosis
 
Improving Emergency Severity Index Score Poster
Improving Emergency Severity Index Score PosterImproving Emergency Severity Index Score Poster
Improving Emergency Severity Index Score Poster
 

Similar to Automated health alerts using in home sensor data for embedded health assessment

Automated health alerts using in home sensor data for embedded health assessment
Automated health alerts using in home sensor data for embedded health assessmentAutomated health alerts using in home sensor data for embedded health assessment
Automated health alerts using in home sensor data for embedded health assessmentredpel dot com
 
IRJET - E-Health Chain and Anticipation of Future Disease
IRJET - E-Health Chain and Anticipation of Future DiseaseIRJET - E-Health Chain and Anticipation of Future Disease
IRJET - E-Health Chain and Anticipation of Future DiseaseIRJET Journal
 
SAPC 2013 - general practice clinical systems
SAPC 2013 - general practice clinical systemsSAPC 2013 - general practice clinical systems
SAPC 2013 - general practice clinical systemsEvangelos Kontopantelis
 
Patient Expectations and Experiences from a Clinical Study in Psychiatric Car...
Patient Expectations and Experiences from a Clinical Study in Psychiatric Car...Patient Expectations and Experiences from a Clinical Study in Psychiatric Car...
Patient Expectations and Experiences from a Clinical Study in Psychiatric Car...Petar Zaykov
 
EarlySense - NOAH19 Tel Aviv
EarlySense - NOAH19 Tel AvivEarlySense - NOAH19 Tel Aviv
EarlySense - NOAH19 Tel AvivNOAH Advisors
 
Application of Expert System in medical systems
Application of Expert System in medical systemsApplication of Expert System in medical systems
Application of Expert System in medical systemsShashwat Shankar
 
Proposed Model for Chest Disease Prediction using Data Analytics
Proposed Model for Chest Disease Prediction using Data AnalyticsProposed Model for Chest Disease Prediction using Data Analytics
Proposed Model for Chest Disease Prediction using Data Analyticsvivatechijri
 
Designing Mobile Health Technology for Bipolar DisorderA Fi.docx
Designing Mobile Health Technology for Bipolar DisorderA Fi.docxDesigning Mobile Health Technology for Bipolar DisorderA Fi.docx
Designing Mobile Health Technology for Bipolar DisorderA Fi.docxcarolinef5
 
Post Marketing Surveillance and Case Study
Post Marketing Surveillance and Case StudyPost Marketing Surveillance and Case Study
Post Marketing Surveillance and Case StudyMuhammadNafees42
 
New methodology to detect the effects of emotions on different biometrics in...
New methodology to detect the effects of emotions on different biometrics in...New methodology to detect the effects of emotions on different biometrics in...
New methodology to detect the effects of emotions on different biometrics in...IJECEIAES
 
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSISAN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSISAIRCC Publishing Corporation
 
Data science in healthcare.pptx
Data science in healthcare.pptxData science in healthcare.pptx
Data science in healthcare.pptxriyakhandelwal18rk
 
Context aware data processing to enhance quality of measurements in wireless ...
Context aware data processing to enhance quality of measurements in wireless ...Context aware data processing to enhance quality of measurements in wireless ...
Context aware data processing to enhance quality of measurements in wireless ...ieeeprojectsbangalore
 
Defining the Evidence for Personal Connected Health
Defining the Evidence for Personal Connected Health Defining the Evidence for Personal Connected Health
Defining the Evidence for Personal Connected Health Kent State University
 
Defining the Evidence for Personal Connected Health
Defining the Evidence for Personal Connected HealthDefining the Evidence for Personal Connected Health
Defining the Evidence for Personal Connected HealthKent State University
 
Smart Healthcare Prediction System Using Machine Learning
Smart Healthcare Prediction System Using Machine LearningSmart Healthcare Prediction System Using Machine Learning
Smart Healthcare Prediction System Using Machine LearningIRJET Journal
 
HYBRID MORTALITY PREDICTION USING MULTIPLE SOURCE SYSTEMS
HYBRID MORTALITY PREDICTION USING MULTIPLE SOURCE SYSTEMSHYBRID MORTALITY PREDICTION USING MULTIPLE SOURCE SYSTEMS
HYBRID MORTALITY PREDICTION USING MULTIPLE SOURCE SYSTEMSijcisjournal
 

Similar to Automated health alerts using in home sensor data for embedded health assessment (20)

Automated health alerts using in home sensor data for embedded health assessment
Automated health alerts using in home sensor data for embedded health assessmentAutomated health alerts using in home sensor data for embedded health assessment
Automated health alerts using in home sensor data for embedded health assessment
 
IRJET - E-Health Chain and Anticipation of Future Disease
IRJET - E-Health Chain and Anticipation of Future DiseaseIRJET - E-Health Chain and Anticipation of Future Disease
IRJET - E-Health Chain and Anticipation of Future Disease
 
SAPC 2013 - general practice clinical systems
SAPC 2013 - general practice clinical systemsSAPC 2013 - general practice clinical systems
SAPC 2013 - general practice clinical systems
 
Patient Expectations and Experiences from a Clinical Study in Psychiatric Car...
Patient Expectations and Experiences from a Clinical Study in Psychiatric Car...Patient Expectations and Experiences from a Clinical Study in Psychiatric Car...
Patient Expectations and Experiences from a Clinical Study in Psychiatric Car...
 
EarlySense - NOAH19 Tel Aviv
EarlySense - NOAH19 Tel AvivEarlySense - NOAH19 Tel Aviv
EarlySense - NOAH19 Tel Aviv
 
Application of Expert System in medical systems
Application of Expert System in medical systemsApplication of Expert System in medical systems
Application of Expert System in medical systems
 
Csit110713
Csit110713Csit110713
Csit110713
 
Proposed Model for Chest Disease Prediction using Data Analytics
Proposed Model for Chest Disease Prediction using Data AnalyticsProposed Model for Chest Disease Prediction using Data Analytics
Proposed Model for Chest Disease Prediction using Data Analytics
 
Designing Mobile Health Technology for Bipolar DisorderA Fi.docx
Designing Mobile Health Technology for Bipolar DisorderA Fi.docxDesigning Mobile Health Technology for Bipolar DisorderA Fi.docx
Designing Mobile Health Technology for Bipolar DisorderA Fi.docx
 
Post Marketing Surveillance and Case Study
Post Marketing Surveillance and Case StudyPost Marketing Surveillance and Case Study
Post Marketing Surveillance and Case Study
 
New methodology to detect the effects of emotions on different biometrics in...
New methodology to detect the effects of emotions on different biometrics in...New methodology to detect the effects of emotions on different biometrics in...
New methodology to detect the effects of emotions on different biometrics in...
 
vaagdevi paper.pdf
vaagdevi paper.pdfvaagdevi paper.pdf
vaagdevi paper.pdf
 
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSISAN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
AN ALGORITHM FOR PREDICTIVE DATA MINING APPROACH IN MEDICAL DIAGNOSIS
 
Data science in healthcare.pptx
Data science in healthcare.pptxData science in healthcare.pptx
Data science in healthcare.pptx
 
Prediction for Pulmonary Disease Based on Diagnostic Reciepes and Classification
Prediction for Pulmonary Disease Based on Diagnostic Reciepes and ClassificationPrediction for Pulmonary Disease Based on Diagnostic Reciepes and Classification
Prediction for Pulmonary Disease Based on Diagnostic Reciepes and Classification
 
Context aware data processing to enhance quality of measurements in wireless ...
Context aware data processing to enhance quality of measurements in wireless ...Context aware data processing to enhance quality of measurements in wireless ...
Context aware data processing to enhance quality of measurements in wireless ...
 
Defining the Evidence for Personal Connected Health
Defining the Evidence for Personal Connected Health Defining the Evidence for Personal Connected Health
Defining the Evidence for Personal Connected Health
 
Defining the Evidence for Personal Connected Health
Defining the Evidence for Personal Connected HealthDefining the Evidence for Personal Connected Health
Defining the Evidence for Personal Connected Health
 
Smart Healthcare Prediction System Using Machine Learning
Smart Healthcare Prediction System Using Machine LearningSmart Healthcare Prediction System Using Machine Learning
Smart Healthcare Prediction System Using Machine Learning
 
HYBRID MORTALITY PREDICTION USING MULTIPLE SOURCE SYSTEMS
HYBRID MORTALITY PREDICTION USING MULTIPLE SOURCE SYSTEMSHYBRID MORTALITY PREDICTION USING MULTIPLE SOURCE SYSTEMS
HYBRID MORTALITY PREDICTION USING MULTIPLE SOURCE SYSTEMS
 

More from I3E Technologies

Design of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorDesign of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorI3E Technologies
 
An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...I3E Technologies
 
Aging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicAging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicI3E Technologies
 
A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...I3E Technologies
 
A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...I3E Technologies
 
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftA combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftI3E Technologies
 
Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders novel components, method...Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders novel components, method...I3E Technologies
 
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingPre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingI3E Technologies
 
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...I3E Technologies
 
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...I3E Technologies
 
Ultrasparse ac link converters
Ultrasparse ac link convertersUltrasparse ac link converters
Ultrasparse ac link convertersI3E Technologies
 
Single inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterSingle inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterI3E Technologies
 
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...I3E Technologies
 
Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...I3E Technologies
 
Reliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersReliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersI3E Technologies
 
Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...I3E Technologies
 
Pfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drivePfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor driveI3E Technologies
 
Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...I3E Technologies
 
Online variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterOnline variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterI3E Technologies
 

More from I3E Technologies (20)

Add
AddAdd
Add
 
Design of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorDesign of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulator
 
An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...
 
Aging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicAging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logic
 
A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...
 
A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...
 
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftA combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
 
Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders novel components, method...Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders novel components, method...
 
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingPre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
 
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
 
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
 
Ultrasparse ac link converters
Ultrasparse ac link convertersUltrasparse ac link converters
Ultrasparse ac link converters
 
Single inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterSingle inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converter
 
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
 
Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...
 
Reliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersReliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost converters
 
Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...
 
Pfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drivePfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drive
 
Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...
 
Online variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterOnline variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverter
 

Recently uploaded

Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝soniya singh
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Dr.Costas Sachpazis
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxupamatechverse
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)Suman Mia
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 
Analog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAnalog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAbhinavSharma374939
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Dr.Costas Sachpazis
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...Soham Mondal
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSCAESB
 
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...RajaP95
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingrakeshbaidya232001
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxDeepakSakkari2
 
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...Call Girls in Nagpur High Profile
 

Recently uploaded (20)

Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptxExploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
Exploring_Network_Security_with_JA3_by_Rakesh Seal.pptx
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
 
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
Structural Analysis and Design of Foundations: A Comprehensive Handbook for S...
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
 
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
 
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
Software Development Life Cycle By Team Orange (Dept. of Pharmacy)
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 
Analog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog ConverterAnalog to Digital and Digital to Analog Converter
Analog to Digital and Digital to Analog Converter
 
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
Sheet Pile Wall Design and Construction: A Practical Guide for Civil Engineer...
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
 
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentationGDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentation
 
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
IMPLICATIONS OF THE ABOVE HOLISTIC UNDERSTANDING OF HARMONY ON PROFESSIONAL E...
 
Porous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writingPorous Ceramics seminar and technical writing
Porous Ceramics seminar and technical writing
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINEDJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
DJARUM4D - SLOT GACOR ONLINE | SLOT DEMO ONLINE
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptx
 
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
 

Automated health alerts using in home sensor data for embedded health assessment

  • 1. AUTOMATED HEALTH ALERTS USING IN-HOME SENSOR DATA FOR EMBEDDED HEALTH ASSESSMENT ABSTRACT We present an example of unobtrusive, continuous monitoring in the home for the purpose of assessing early health changes. Sensors embedded in the environment capture behavior and activity patterns. Changes in patterns are detected as potential signs of changing health. We _rst present results of a preliminary study investigating 22 features extracted from in- home sensor data. A 1-D alert algorithm was then implemented to generate health alerts to clinicians in a senior housing facility. Clinicians analyze each alert and provide a rating on the clinical relevance. These ratings are then used as ground truth for training and testing classi_ers. Here, we present the methodology for four classi_cation approaches that fuse multisensory data. Results are shown using embedded sensor data and health alert ratings collected on 21 seniors over nine months. The best results show similar performance for two techniques, where one approach uses only domain knowledge and the second uses supervised learning for training. Finally, we propose a health change detection model based on these results and clinical expertise. The system of in-home sensors and algorithms for automated health alerts provides a method for detecting health problems very early so that early treatment is possible. This method of passive in-home sensing alleviates compliance issues.