NDLI: CALMA, an algorithm framework for mobile just in time interventions

Content Provider	IEEE Xplore Digital Library
Author	Jaimes, L.G. Llofriu, M. Raij, A.
Copyright Year	2015
Description	Author affiliation: Dept. of Electr. Eng., Univ. of South Florida, Tampa, FL, USA (Jaimes, L.G.; Raij, A.) \|\| Dept. of Comput. Sci. & Eng., Univ. of South Florida, Tampa, FL, USA (Llofriu, M.)
Abstract	Advancements in ubiquitous computing are rapidly changing preventative health care. These quick changes allow not only to track in real time the heath of an individual, but also to react to any anomalies that may indicate the need of help. This new health care paradigm (i.e., Just-in-time interventions) allows to support treatments and deliver help anytime and anywhere. In this work, we take a first step in modeling a flexible mechanism for choosing the most effective intervention from a set of available ones. We model this optimization problem as a Markov Decision Process (MDP) and we solve it by using Value Iteration in an online fashion. We show that the policy found by our algorithms for selecting interventions, at least doubles the efficiency achieved by a random policy, in minimizing the average number of interventions to relieve a patient from a condition such as stress.
Starting Page	1
Ending Page	5
File Size	507593
Page Count	5
File Format	PDF
ISBN	9781467373005
ISSN	1558058X
DOI	10.1109/SECON.2015.7133041
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2015-04-09
Publisher Place	USA
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Stress Heuristic algorithms Hidden Markov models Mobile communication Computational modeling Ubiquitous computing Real-time systems Pervasive Health Just-in-time interventions Reinforcement Learning
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

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