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2016 | OriginalPaper | Buchkapitel

Challenges in Managing Real-Time Data in Health Information System (HIS)

verfasst von : Usman Akhtar, Asad Masood Khattak, Sungyoung Lee

Erschienen in: Inclusive Smart Cities and Digital Health

Verlag: Springer International Publishing

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Abstract

In this paper, we have discussed the challenges in handling real-time medical big data collection and storage in health information system (HIS). Based on challenges, we have proposed a model for real-time analysis of medical big data. We exemplify the approach through Spark Streaming and Apache Kafka using the processing of health big data Stream. Apache Kafka works very well in transporting data among different systems such as relational databases, Apache Hadoop and non-relational databases. However, Apache Kafka lacks analyzing the stream, Spark Streaming framework has the capability to perform some operations on the stream. We have identified the challenges in current real-time systems and proposed our solution to cope with the medical big data streams.

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Literatur
3.
Zurück zum Zitat Peek, N., Holmes, J., Sun, J.: Technical challenges for big data in biomedicine and health: data sources, infrastructure, and analytics. Yearb Med Inform 9(1), 42–7 (2014)CrossRef Peek, N., Holmes, J., Sun, J.: Technical challenges for big data in biomedicine and health: data sources, infrastructure, and analytics. Yearb Med Inform 9(1), 42–7 (2014)CrossRef
4.
Zurück zum Zitat Zaharia, M., Das, T., Li, H., Shenker, S., Stoica, I.: Discretized streams: an efficient and fault-tolerant model for stream processing on large clusters. In: Proceedings of the 4th USENIX Conference on Hot Topics in Cloud Computing, HotCloud 2012, Berkeley, CA, USA, p. 10. USENIX Association (2012). http://dl.acm.org/citation.cfm?id=2342763.2342773 Zaharia, M., Das, T., Li, H., Shenker, S., Stoica, I.: Discretized streams: an efficient and fault-tolerant model for stream processing on large clusters. In: Proceedings of the 4th USENIX Conference on Hot Topics in Cloud Computing, HotCloud 2012, Berkeley, CA, USA, p. 10. USENIX Association (2012). http://​dl.​acm.​org/​citation.​cfm?​id=​2342763.​2342773
5.
Zurück zum Zitat Kaur, K., Rani, R.: Managing data in healthcare information systems: many models, one solution. Computer 3, 52–59 (2015)CrossRef Kaur, K., Rani, R.: Managing data in healthcare information systems: many models, one solution. Computer 3, 52–59 (2015)CrossRef
8.
Zurück zum Zitat Hussain, M., Khattak, A., Khan, W., Fatima, I., Amin, M., Pervez, Z., Batool, R., Saleem, M., Afzal, M., Faheem, M., et al.: Cloud-based smart cdss for chronic diseases. Health Technol. 3(2), 153–175 (2013)CrossRef Hussain, M., Khattak, A., Khan, W., Fatima, I., Amin, M., Pervez, Z., Batool, R., Saleem, M., Afzal, M., Faheem, M., et al.: Cloud-based smart cdss for chronic diseases. Health Technol. 3(2), 153–175 (2013)CrossRef
9.
Zurück zum Zitat Olston, C., Reed, B., Srivastava, U., Kumar, R., Tomkins, A.: Pig latin: a not-so-foreign language for data processing. In: Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data, SIGMOD 2008, pp. 1099–1110. ACM, New York (2008). http://doi.acm.org/10.1145/1376616.1376726 Olston, C., Reed, B., Srivastava, U., Kumar, R., Tomkins, A.: Pig latin: a not-so-foreign language for data processing. In: Proceedings of the 2008 ACM SIGMOD International Conference on Management of Data, SIGMOD 2008, pp. 1099–1110. ACM, New York (2008). http://​doi.​acm.​org/​10.​1145/​1376616.​1376726
11.
Zurück zum Zitat Rabbi, K., Kaosar, M., Islam, M.R., Mamun, Q.: A secure real time data processing framework for personally controlled electronic health record (PCEHR) system. In: Tian, J., Jing, J., Srivatsa, M. (eds.) SecureComm 2014, pp. 141–156. Springer, Heidelberg (2014) Rabbi, K., Kaosar, M., Islam, M.R., Mamun, Q.: A secure real time data processing framework for personally controlled electronic health record (PCEHR) system. In: Tian, J., Jing, J., Srivatsa, M. (eds.) SecureComm 2014, pp. 141–156. Springer, Heidelberg (2014)
12.
Zurück zum Zitat Nabi, Z., Wagle, R., Bouillet, E.: The best of two worlds: integrating IBM infosphere streams with apache YARN. In: 2014 IEEE International Conference on in Big Data (Big Data), pp. 47–51. IEEE, (2014) Nabi, Z., Wagle, R., Bouillet, E.: The best of two worlds: integrating IBM infosphere streams with apache YARN. In: 2014 IEEE International Conference on in Big Data (Big Data), pp. 47–51. IEEE, (2014)
13.
Zurück zum Zitat Begum, M., Mamun, Q., Kaosar, M.: A privacy-preserving framework for personally controlled electronic health record (PCEHR) system (2013) Begum, M., Mamun, Q., Kaosar, M.: A privacy-preserving framework for personally controlled electronic health record (PCEHR) system (2013)
14.
Zurück zum Zitat Van Gorp, P., Comuzzi, M., Jahnen, A., Kaymak, U., Middleton, B.: An open platform for personal health record apps with platform-level privacy protection. Comput. Biol. Med. 51, 14–23 (2014)CrossRef Van Gorp, P., Comuzzi, M., Jahnen, A., Kaymak, U., Middleton, B.: An open platform for personal health record apps with platform-level privacy protection. Comput. Biol. Med. 51, 14–23 (2014)CrossRef
15.
Zurück zum Zitat Huang, L.-C., Chu, H.-C., Lien, C.-Y., Hsiao, C.-H., Kao, T.: Privacy preservation and information security protection for patients portable electronic health records. Comput. Biol. Med. 39(9), 743–750 (2009)CrossRef Huang, L.-C., Chu, H.-C., Lien, C.-Y., Hsiao, C.-H., Kao, T.: Privacy preservation and information security protection for patients portable electronic health records. Comput. Biol. Med. 39(9), 743–750 (2009)CrossRef
16.
Zurück zum Zitat Jian, W.-S., Wen, H.-C., Scholl, J., Shabbir, S.A., Lee, P., Hsu, C.-Y., Li, Y.-C.: The taiwanese method for providing patients data from multiple hospital EHR systems. J. Biomed. Inform. 44(2), 326–332 (2011)CrossRef Jian, W.-S., Wen, H.-C., Scholl, J., Shabbir, S.A., Lee, P., Hsu, C.-Y., Li, Y.-C.: The taiwanese method for providing patients data from multiple hospital EHR systems. J. Biomed. Inform. 44(2), 326–332 (2011)CrossRef
Metadaten
Titel
Challenges in Managing Real-Time Data in Health Information System (HIS)
verfasst von
Usman Akhtar
Asad Masood Khattak
Sungyoung Lee
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-39601-9_27

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