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A Content-Aware Analytics Framework for Open Health Data

机译:用于开放式健康数据的内容感知分析框架

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The vision of personalized medicine has led to an unprecedented demand for acquiring, managing and exploiting health related information, which in turn has led to the development of many e-Health systems and applications. However, despite this increasing trend only a limited set of information is currently being exploited for analysis and this has become a major obstacle towards the advancement of personalized medicine. To this direction, this paper presents the design and implementation of a content aware health data-analytics framework. The framework enables first the seamless integration of the available data and their efficient management through big data management systems and staging environments. Then the integrated information is further anonymized at run-time and accessed by the data analysis algorithms in order to provide appropriate statistical information, feature selection correlation and clustering analysis.
机译:个性化医学的愿景导致了前所未有的收购,管理和利用健康相关信息的需求,这反过来导致了许多电子卫生系统和应用的发展。但是,尽管这种趋势增加了一系列有限的信息,目前正在被利用进行分析,这已成为对个性化医学进步的主要障碍。在此方向上,本文介绍了内容意识到健康数据分析框架的设计和实现。该框架通过大数据管理系统和分期环境首先使可用数据的无缝集成和其有效的管理。然后,集成信息在运行时进一步匿名,并由数据分析算法访问,以便提供适当的统计信息,特征选择相关性和聚类分析。

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