On the Optimality of the Simple Bayesian Classifier under Zero-One Loss
Machine Learning - Special issue on learning with probabilistic representations
Wireless sensor networks: a survey
Computer Networks: The International Journal of Computer and Telecommunications Networking
A two-dimensional interpolation function for irregularly-spaced data
ACM '68 Proceedings of the 1968 23rd ACM national conference
Pattern Classification (2nd Edition)
Pattern Classification (2nd Edition)
Consistency-based search in feature selection
Artificial Intelligence
GIMI: Generic Infrastructure for Medical Informatics
CBMS '05 Proceedings of the 18th IEEE Symposium on Computer-Based Medical Systems
New Routes from Minimal Approximation Error to Principal Components
Neural Processing Letters
Future Generation Computer Systems
A systematic analysis of performance measures for classification tasks
Information Processing and Management: an International Journal
The WEKA data mining software: an update
ACM SIGKDD Explorations Newsletter
Methodological Review: Cloud computing: A new business paradigm for biomedical information sharing
Journal of Biomedical Informatics
Unfolding the Distributed Computing Paradigms
ACE '10 Proceedings of the 2010 International Conference on Advances in Computer Engineering
Cloud computing - The business perspective
Decision Support Systems
Nearest neighbor pattern classification
IEEE Transactions on Information Theory
An autonomic cloud environment for hosting ECG data analysis services
Future Generation Computer Systems
Toward Automated Anomaly Identification in Large-Scale Systems
IEEE Transactions on Parallel and Distributed Systems
Leveraging Web 2.0 and consumer devices for improving elderlies' health
HIKM '11 Proceedings of the Fourth Australasian Workshop on Health Informatics and Knowledge Management - Volume 120
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The promising potential of cloud computing and its convergence with technologies such as mobile computing, wireless networks, sensor technologies allows for creation and delivery of newer type of cloud services. In this paper, we advocate the use of cloud computing for the creation and management of cloud based health care services. As a representative case study, we design a Cloud Based Intelligent Health Care Service (CBIHCS) that performs real time monitoring of user health data for diagnosis of chronic illness such as diabetes. Advance body sensor components are utilized to gather user specific health data and store in cloud based storage repositories for subsequent analysis and classification. In addition, infrastructure level mechanisms are proposed to provide dynamic resource elasticity for CBIHCS. Experimental results demonstrate that classification accuracy of 92.59% is achieved with our prototype system and the predicted patterns of CPU usage offer better opportunities for adaptive resource elasticity.