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Kumar, Santosh

Mobile Health

Kumar, Santosh - Mobile Health, e-bok

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ISBN: 9783319513942
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Table of contents

Part I. mHealth Applications and Tools

1. Introduction to Part I: mHealth Applications and Tools
Santosh Kumar, James M. Rehg, Susan A. Murphy

2. StudentLife: Using Smartphones to Assess Mental Health and Academic Performance of College Students
Rui Wang, Fanglin Chen, Zhenyu Chen, Tianxing Li, Gabriella Harari, Stefanie Tignor, Xia Zhou, Dror Ben-Zeev, Andrew T. Campbell

3. Circadian Computing: Sensing, Modeling, and Maintaining Biological Rhythms
Saeed Abdullah, Elizabeth L. Murnane, Mark Matthews, Tanzeem Choudhury

4. Design Lessons from a Micro-Randomized Pilot Study in Mobile Health
Shawna N. Smith, Andy Jinseok Lee, Kelly Hall, Nicholas J. Seewald, Audrey Boruvka, Susan A. Murphy, Predrag Klasnja

5. The Use of Asset-Based Community Development in a Research Project Aimed at Developing mHealth Technologies for Older Adults
David H. Gustafson, Fiona McTavish, David H. Gustafson, Scott Gatzke, Christa Glowacki, Brett Iverson, Pat Batemon, Roberta A. Johnson

6. Designing Mobile Health Technologies for Self-Monitoring: The Bite Counter as a Case Study
Eric R. Muth, Adam Hoover

7. mDebugger: Assessing and Diagnosing the Fidelity and Yield of Mobile Sensor Data
Mahbubur Rahman, Nasir Ali, Rummana Bari, Nazir Saleheen, Mustafa al’Absi, Emre Ertin, Ashley Kennedy, Kenzie L. Preston, Santosh Kumar

Part II. Sensors to mHealth Markers

8. Introduction to Part II: Sensors to mHealth Markers
Santosh Kumar, James M. Rehg, Susan A. Murphy

9. Challenges and Opportunities in Automated Detection of Eating Activity
Edison Thomaz, Irfan A. Essa, Gregory D. Abowd

10. Detecting Eating and Smoking Behaviors Using Smartwatches
Abhinav Parate, Deepak Ganesan

11. Wearable Motion Sensing Devices and Algorithms for Precise Healthcare Diagnostics and Guidance
Yan Wang, Mahdi Ashktorab, Hua-I Chang, Xiaoxu Wu, Gregory Pottie, William Kaiser

12. Paralinguistic Analysis of Children’s Speech in Natural Environments
Hrishikesh Rao, Mark A. Clements, Yin Li, Meghan R. Swanson, Joseph Piven, Daniel S. Messinger

13. Pulmonary Monitoring Using Smartphones
Eric C. Larson, Elliot Saba, Spencer Kaiser, Mayank Goel, Shwetak N. Patel

14. Wearable Sensing of Left Ventricular Function
Omer T. Inan

15. A New Direction for Biosensing: RF Sensors for Monitoring Cardio-Pulmonary Function
Ju Gao, Siddharth Baskar, Diyan Teng, Mustafa al’Absi, Santosh Kumar, Emre Ertin

16. Wearable Optical Sensors
Zachary S. Ballard, Aydogan Ozcan

Part III. Markers to mHealth Predictors

17. Introduction to Part III: Markers to mHealth Predictors
James M. Rehg, Susan A. Murphy, Santosh Kumar

18. Exploratory Visual Analytics of Mobile Health Data: Sensemaking Challenges and Opportunities
Peter J. Polack, Moushumi Sharmin, Kaya Barbaro, Minsuk Kahng, Shang-Tse Chen, Duen Horng Chau

19. Learning Continuous-Time Hidden Markov Models for Event Data
Yu-Ying Liu, Alexander Moreno, Shuang Li, Fuxin Li, Le Song, James M. Rehg

20. Time Series Feature Learning with Applications to Health Care
Zhengping Che, Sanjay Purushotham, David Kale, Wenzhe Li, Mohammad Taha Bahadori, Robinder Khemani, Yan Liu

21. From Markers to Interventions: The Case of Just-in-Time Stress Intervention
Hillol Sarker, Karen Hovsepian, Soujanya Chatterjee, Inbal Nahum-Shani, Susan A. Murphy, Bonnie Spring, Emre Ertin, Mustafa al’Absi, Motohiro Nakajima, Santosh Kumar

Part IV. Predictors to mHealth Interventions

22. Introduction to Part IV: Predictors to mHealth Interventions
Susan A. Murphy, James M. Rehg, Santosh Kumar

23. Modeling Opportunities in mHealth Cyber-Physical Systems
Wendy Nilsen, Emre Ertin, Eric B. Hekler, Santosh Kumar, Insup Lee, Rahul Mangharam, Misha Pavel, James M. Rehg, William Riley, Daniel E. Rivera, Donna Spruijt-Metz

24. Control Systems Engineering for Optimizing Behavioral mHealth Interventions
Daniel E. Rivera, César A. Martín, Kevin P. Timms, Sunil Deshpande, Naresh N. Nandola, Eric B. Hekler

25. From Ads to Interventions: Contextual Bandits in Mobile Health
Ambuj Tewari, Susan A. Murphy

26. Towards Health Recommendation Systems: An Approach for Providing Automated Personalized Health Feedback from Mobile Data
Mashfiqui Rabbi, Min Hane Aung, Tanzeem Choudhury

Nyckelord: Computer Science, Health Informatics, Artificial Intelligence (incl. Robotics), Statistics for Life Sciences, Medicine, Health Sciences, Data Mining and Knowledge Discovery, Health Informatics, Computer Communication Networks

Utgivare
 
 
Utgivare
Springer
Utgivningsår
2017
Språk
en
Utgåva
1
Sidantal
40 sidor
Kategori
Datateknik, Datakommunikation
Format
E-bok
eISBN (PDF)
9783319513942
Tryckt ISBN
978-3-319-51393-5

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