An Architecture for Healthcare Big Data Management and Analysis

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• 关键词：Healthcare big data analysis ; HBase ; Hive ; Spark MLLib ; Spark Streaming
• 刊名：Lecture Notes in Computer Science
• 出版年：2016
• 出版时间：2016
• 年：2016
• 卷：10038
• 期：1
• 页码：154-160
• 全文大小：891 KB
• 参考文献：1.Wlodarczak, P., Soar, J., Ally, M.: Reality Mining in eHealth. In: Yin, X., Ho, K., Zeng, D., Aickelin, U., Zhou, R., Wang, H. (eds.) HIS 2015. LNCS, vol. 9085, pp. 1–6. Springer, Heidelberg (2015). doi:10.​1007/​978-3-319-19156-0_​1
  2.Zhao, T., Ni, H., Zhou, X., Qiang, L., Zhang, D., Yu, Z.: Detecting abnormal patterns of daily activities for the elderly living alone. In: Zhang, Y., Yao, G., He, J., Wang, L., Smalheiser, N.R., Yin, X. (eds.) HIS 2014. LNCS, vol. 8423, pp. 95–108. Springer, Heidelberg (2014). doi:10.​1007/​978-3-319-06269-3_​11 CrossRef
  3.Löper, D., Klettke, M., Bruder, I., Heuer, A.: Integrating healthcare-related information using the entity-attribute-value storage model. In: He, J., Liu, X., Krupinski, E.A., Xu, G. (eds.) HIS 2012. LNCS, vol. 7231, pp. 13–24. Springer, Heidelberg (2012). doi:10.​1007/​978-3-642-29361-0_​4 CrossRef
  4.Apache Hive. http://​hive.​apache.​org
  5.Apache HBase. http://​hbase.​apache.​org
  6.Apache Spark. http://​spark.​apache.​org
  7.Apache Hadoop. http://​hadoop.​apache.​org
  8.Apache Sqoop. http://​sqoop.​apache.​org
  9.Apache Oozie. http://​oozie.​apache.​org
  10.Kettle. http://​community.​pentaho.​com/​projects/​data-integration
  11.HL7. http://​www.​hl7.​org
  12.ERH. http://​www.​himss.​org/​library/​ehr
  
• 作者单位：Hao Gui (19)
  Rong Zheng (19)
  Chao Ma (19)
  Hao Fan (20)
  Liya Xu (19)
  
  19. International School of Software, Wuhan University, Wuhan, People’s Republic of China
  20. School of Information Management, Wuhan University, Wuhan, People’s Republic of China
  
• 丛书名：Health Information Science
• ISBN：978-3-319-48335-1
• 刊物类别：Computer Science
• 刊物主题：Artificial Intelligence and Robotics
  Computer Communication Networks
  Software Engineering
  Data Encryption
  Database Management
  Computation by Abstract Devices
  Algorithm Analysis and Problem Complexity
  
• 出版者：Springer Berlin / Heidelberg
• ISSN：1611-3349
• 卷排序：10038

文摘

Within the recent decades, data volume increases exponentially in different industries especially in healthcare field. Extracting the hidden value behind such massive data has become one of the hottest topics for both industry and academy. In this paper, we present an architecture for healthcare big data management and analysis. Under the guidance of the proposed architecture, a prototype system constructed based on HBase, Hive, Spark MLLib and Spark Streaming is introduced for personal health problem detection and real-time vital sign monitoring.