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Call for Papers:Vol.9 Issue.5

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Title: :  A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.
PaperId: :  4462
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 2 2017
DUI:    16.0415/IJARIIE-4462
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Shubham AgarwalPimpri Chinchwad College of Engineering,Akurdi,Pune
Aadesh SolankiPimpri Chinchwad College of Engineering,Akurdi,Pune
Aishwarya BartakkePimpri Chinchwad College of Engineering,Akurdi,Pune
Jayesh KhemchandaniPimpri Chinchwad College of Engineering,Akurdi,Pune

Abstract

Computer Engineering
Medication adherence, Decision tree, Flex, Accelerometer, Machine learning, Feature Analysis, Classifier Training.
One of the most important challenges in chronic disease self-management is medication non-adherence, which has irrevocable outcomes. Although many technologies have been developed for medication adherence monitoring, the reliability and cost effectiveness of these approaches are not well understood till date. We develop machine learning algorithms that track wrist motions in real-time and identify medication intake activities. Patient adherence levels vary between 50% for depression to 63% for enlarged prostate. According to interviewers, on average adherence levels drop over the course of the patient journey from 69% of patients filling their first prescription to 43% continuing their treatment as prescribed after 6 months. We propose a novel data analysis pipeline to reliably detect medication adherence by examining single-wrist motions. Our system can achieve a good accuracy in adherence detection without need for medication pillboxes and with only one sensor worn on either of the wrists.

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IJARIIE Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, and Jayesh Khemchandani. "A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION." International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 2 2017 Page 2642-2649
MLA Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, and Jayesh Khemchandani. "A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.." International Journal Of Advance Research And Innovative Ideas In Education 3.2(2017) : 2642-2649.
APA Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, & Jayesh Khemchandani. (2017). A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.. International Journal Of Advance Research And Innovative Ideas In Education, 3(2), 2642-2649.
Chicago Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, and Jayesh Khemchandani. "A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 2 (2017) : 2642-2649.
Oxford Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, and Jayesh Khemchandani. 'A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 2, 2017, p. 2642-2649. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/A_MEDICATION_ADHERENCE_MONITORING_SYSTEM_WITH_MACHINE_LEARNING_APPROACH_USING_BODY_WORN_SENSORS_AND_ANDROID_BASED_APPLICATION__ijariie4462.pdf (Accessed : ).
Harvard Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, and Jayesh Khemchandani. (2017) 'A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.', International Journal Of Advance Research And Innovative Ideas In Education, 3(2), pp. 2642-2649IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/A_MEDICATION_ADHERENCE_MONITORING_SYSTEM_WITH_MACHINE_LEARNING_APPROACH_USING_BODY_WORN_SENSORS_AND_ANDROID_BASED_APPLICATION__ijariie4462.pdf (Accessed : )
IEEE Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, and Jayesh Khemchandani, "A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 2, pp. 2642-2649, Mar-App 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/A_MEDICATION_ADHERENCE_MONITORING_SYSTEM_WITH_MACHINE_LEARNING_APPROACH_USING_BODY_WORN_SENSORS_AND_ANDROID_BASED_APPLICATION__ijariie4462.pdf [Accessed : ].
Turabian Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, and Jayesh Khemchandani. "A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 2 ().
Vancouver Shubham Agarwal, Aadesh Solanki, Aishwarya Bartakke, and Jayesh Khemchandani. A MEDICATION ADHERENCE MONITORING SYSTEM WITH MACHINE LEARNING APPROACH USING BODY-WORN SENSORS AND ANDROID BASED APPLICATION.. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : ]; 3(2) : 2642-2649. Available from: http://ijariie.com/AdminUploadPdf/A_MEDICATION_ADHERENCE_MONITORING_SYSTEM_WITH_MACHINE_LEARNING_APPROACH_USING_BODY_WORN_SENSORS_AND_ANDROID_BASED_APPLICATION__ijariie4462.pdf
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