Abstract
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.
This research is supported under the grant NO.71661167007 of National Natural Science of China.
This is a preview of subscription content, log in via an institution to check access.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
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
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
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
Apache Hive. http://hive.apache.org
Apache HBase. http://hbase.apache.org
Apache Spark. http://spark.apache.org
Apache Hadoop. http://hadoop.apache.org
Apache Sqoop. http://sqoop.apache.org
Apache Oozie. http://oozie.apache.org
Kettle. http://community.pentaho.com/projects/data-integration
HL7. http://www.hl7.org
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer International Publishing AG
About this paper
Cite this paper
Gui, H., Zheng, R., Ma, C., Fan, H., Xu, L. (2016). An Architecture for Healthcare Big Data Management and Analysis. In: Yin, X., Geller, J., Li, Y., Zhou, R., Wang, H., Zhang, Y. (eds) Health Information Science. HIS 2016. Lecture Notes in Computer Science(), vol 10038. Springer, Cham. https://doi.org/10.1007/978-3-319-48335-1_17
Download citation
DOI: https://doi.org/10.1007/978-3-319-48335-1_17
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-48334-4
Online ISBN: 978-3-319-48335-1
eBook Packages: Computer ScienceComputer Science (R0)