4.5 Article

Personalized healthcare cloud services for disease risk assessment and wellness management using social media

Journal

PERVASIVE AND MOBILE COMPUTING
Volume 28, Issue -, Pages 81-99

Publisher

ELSEVIER
DOI: 10.1016/j.pmcj.2015.10.014

Keywords

Cloud computing; Expert users; Health big-data; Risk assessment

Funding

  1. National Science Foundation [CNS 1229316]

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We propose a cloud based framework that effectively manages the health related Big-data and benefits from the ubiquity of the Internet and social media. The framework facilitates the mobile and desktop users by offering: (a) disease risk assessment service and (b) consultation service with the health experts on Twitter. The disease risk assessment is performed through a collaborative filtering based approach whereas the hubs and authorities based approach is employed to identify the health experts from Twitter. The framework is implemented as Software as a Service (SaaS) to provide the disease risk assessment and expert user interaction services. Experimental results exhibit that the proposed framework achieves high accuracy as compared to the state-of-the-art approaches in terms of disease risk assessment and expert user recommendation. (C) 2015 Elsevier B.V. All rights reserved.

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