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Erschienen in: Innovations in Systems and Software Engineering 2/2019

16.04.2019 | Review Article

A survey of issues and solutions of health data management systems

verfasst von: Anindita Sarkar Mondal, Sarmistha Neogy, Nandini Mukherjee, Samiran Chattopadhyay

Erschienen in: Innovations in Systems and Software Engineering | Ausgabe 2/2019

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Abstract

In the recent era, data science plays an important role in the health-care domain to provide a cost-effective and better treatment procedure. To achieve this goal, the data management system has a huge contribution by controlling, arranging, storing and preprocessing a large volume of health dataset. Already there are a lot of investigation and designing of different approaches to support the big data applications in different domain. Still, management of big data is a challenging task for the data scientist due to the complex characteristics of data and demands of the application. In this survey paper, we discuss the occurring challenges and it’s possible solutions by considering the entities related to data services. It will help the data scientist to understand the supporting parameters of data storage system for designing big data management system.

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Literatur
4.
Zurück zum Zitat (Last access 2018) Disaster definitions. In: Public health guide for emergencies, pp 24–43 (Last access 2018) Disaster definitions. In: Public health guide for emergencies, pp 24–43
10.
Zurück zum Zitat Abrahams J (2011) Disaster risk management for health: overview. In: Global platform, developed by the World Health Organization, United Kingdom Health Protection Agency and partners, 6 p Abrahams J (2011) Disaster risk management for health: overview. In: Global platform, developed by the World Health Organization, United Kingdom Health Protection Agency and partners, 6 p
11.
Zurück zum Zitat Amazon R (2016) Amazon relational database service (Amazon RDS) Amazon R (2016) Amazon relational database service (Amazon RDS)
12.
Zurück zum Zitat Anderson JC, Lehnardt J, Slater N (2010) CouchDB: the definitive guide: time to relax. O’Reilly Media Inc, Sebastopol Anderson JC, Lehnardt J, Slater N (2010) CouchDB: the definitive guide: time to relax. O’Reilly Media Inc, Sebastopol
13.
Zurück zum Zitat Atzeni P, Bugiotti F, Rossi L (2012) Uniform access to non-relational database systems: The SOS platform. In: advanced information systems engineering, Springer, New York, pp 160–174 Atzeni P, Bugiotti F, Rossi L (2012) Uniform access to non-relational database systems: The SOS platform. In: advanced information systems engineering, Springer, New York, pp 160–174
14.
Zurück zum Zitat Brown SJ (2012) Networked remote patient monitoring with handheld devices. US Patent 8,249,894 Brown SJ (2012) Networked remote patient monitoring with handheld devices. US Patent 8,249,894
15.
Zurück zum Zitat Brumley R, Enguidanos S, Jamison P, Seitz R, Morgenstern N, Saito S, McIlwane J, Hillary K, Gonzalez J (2007) Increased satisfaction with care and lower costs: results of a randomized trial of in-home palliative care. J Am Geriatr Soc 55(7):993–1000CrossRef Brumley R, Enguidanos S, Jamison P, Seitz R, Morgenstern N, Saito S, McIlwane J, Hillary K, Gonzalez J (2007) Increased satisfaction with care and lower costs: results of a randomized trial of in-home palliative care. J Am Geriatr Soc 55(7):993–1000CrossRef
16.
Zurück zum Zitat Buffington J (2010) Microsoft SQL server, chapter 8. In: Data protection for virtual data centers. Wiley, pp 267–315 Buffington J (2010) Microsoft SQL server, chapter 8. In: Data protection for virtual data centers. Wiley, pp 267–315
19.
Zurück zum Zitat Cabibbo L (2013) ONDM (Object-NoSQL Datastore Mapper). Faculty of Engineering, Roma TRE University Retrieved June 15th Cabibbo L (2013) ONDM (Object-NoSQL Datastore Mapper). Faculty of Engineering, Roma TRE University Retrieved June 15th
20.
Zurück zum Zitat Chang F, Dean J, Ghemawat S, Hsieh W, Wallach D, Burrows M, Chandra T, Fikes A, Gruber R (2006) Bigtable: a distributed structured data storage system. In: 7th OSDI, pp 305–314 Chang F, Dean J, Ghemawat S, Hsieh W, Wallach D, Burrows M, Chandra T, Fikes A, Gruber R (2006) Bigtable: a distributed structured data storage system. In: 7th OSDI, pp 305–314
21.
Zurück zum Zitat Chen PM, Lee EK, Gibson GA, Katz RH, Patterson DA (1994) Raid: high-performance, reliable secondary storage. ACM Computing Surveys (CSUR) 26:145–185CrossRef Chen PM, Lee EK, Gibson GA, Katz RH, Patterson DA (1994) Raid: high-performance, reliable secondary storage. ACM Computing Surveys (CSUR) 26:145–185CrossRef
22.
Zurück zum Zitat Cooper BF, Ramakrishnan R, Srivastava U, Silberstein A, Bohannon P, Jacobsen HA, Puz N, Weaver D, Yerneni R (2008) Pnuts: Yahoo!’s hosted data serving platform. Proc VLDB Endow 1(2):1277–1288CrossRef Cooper BF, Ramakrishnan R, Srivastava U, Silberstein A, Bohannon P, Jacobsen HA, Puz N, Weaver D, Yerneni R (2008) Pnuts: Yahoo!’s hosted data serving platform. Proc VLDB Endow 1(2):1277–1288CrossRef
23.
Zurück zum Zitat Curé O, Kerdjoudj F, Duc CL, Lamolle M, Faye D (2012) On the potential integration of an ontology-based data access approach in NoSQL stores. In: 2012 Third international conference on emerging intelligent data and web technologies (EIDWT), pp 166–173 Curé O, Kerdjoudj F, Duc CL, Lamolle M, Faye D (2012) On the potential integration of an ontology-based data access approach in NoSQL stores. In: 2012 Third international conference on emerging intelligent data and web technologies (EIDWT), pp 166–173
24.
Zurück zum Zitat Curé O, Lamolle M, Duc CL (2013) Ontology based data integration over document and column family oriented NoSQL. arXiv preprint arXiv:13072603 Curé O, Lamolle M, Duc CL (2013) Ontology based data integration over document and column family oriented NoSQL. arXiv preprint arXiv:​13072603
25.
Zurück zum Zitat Date CJ, White CJ (1989) A guide to DB2. Addison Wesley Publishing Company, Boston Date CJ, White CJ (1989) A guide to DB2. Addison Wesley Publishing Company, Boston
26.
Zurück zum Zitat Dean J, Ghemawat S (2008) Mapreduce: simplified data processing on large clusters. Commun ACM 51(1):107–113CrossRef Dean J, Ghemawat S (2008) Mapreduce: simplified data processing on large clusters. Commun ACM 51(1):107–113CrossRef
27.
Zurück zum Zitat DeCandia G, Hastorun D, Jampani M, Kakulapati G, Lakshman A, Pilchin A, Sivasubramanian S, Vosshall P, Vogels W (2007) Dynamo: Amazon’s highly available key-value store. In: ACM SIGOPS operating systems review, ACM, vol 41 DeCandia G, Hastorun D, Jampani M, Kakulapati G, Lakshman A, Pilchin A, Sivasubramanian S, Vosshall P, Vogels W (2007) Dynamo: Amazon’s highly available key-value store. In: ACM SIGOPS operating systems review, ACM, vol 41
28.
Zurück zum Zitat Erling O (2012) Virtuoso, a hybrid RDBMS/graph column store. IEEE Data Eng Bull 35:3–8 Erling O (2012) Virtuoso, a hybrid RDBMS/graph column store. IEEE Data Eng Bull 35:3–8
29.
30.
Zurück zum Zitat Fernández-Alemán JL, Señor IC, Lozoya PÁO, Toval A (2013) Security and privacy in electronic health records: a systematic literature review. J Biomed Inform 46(3):541–562CrossRef Fernández-Alemán JL, Señor IC, Lozoya PÁO, Toval A (2013) Security and privacy in electronic health records: a systematic literature review. J Biomed Inform 46(3):541–562CrossRef
31.
Zurück zum Zitat Fichman RG, Kohli R, Krishnan R (2011) The role of information systems in healthcare: current research and future trends. Inf Syst Res 22:419–428CrossRef Fichman RG, Kohli R, Krishnan R (2011) The role of information systems in healthcare: current research and future trends. Inf Syst Res 22:419–428CrossRef
32.
Zurück zum Zitat Gaonkar PE, Bojewar S, Das JA (2013) A survey: data storage technologies. Int J Eng Sci Innov Technol 2(2):547–554 Gaonkar PE, Bojewar S, Das JA (2013) A survey: data storage technologies. Int J Eng Sci Innov Technol 2(2):547–554
33.
Zurück zum Zitat Ghemawat S, Gobioff H, Leung ST (2003) The google file system. In: ACM SIGOPS operating systems review, ACM, vol 37 Ghemawat S, Gobioff H, Leung ST (2003) The google file system. In: ACM SIGOPS operating systems review, ACM, vol 37
34.
Zurück zum Zitat Ginsberg J, Mohebbi MM, Patel RS, Brammer L, Smolinski MS, Brilliant L (2009) Detecting influenza epidemics using search engine query data. Nature 457(7232):1012–1014CrossRef Ginsberg J, Mohebbi MM, Patel RS, Brammer L, Smolinski MS, Brilliant L (2009) Detecting influenza epidemics using search engine query data. Nature 457(7232):1012–1014CrossRef
35.
Zurück zum Zitat Greenspan J, Bulger B (2001) MySQL/PHP database applications. Wiley, New YorkMATH Greenspan J, Bulger B (2001) MySQL/PHP database applications. Wiley, New YorkMATH
36.
Zurück zum Zitat Groves P, Kayyali B, Knott D, Kuiken SV (2013) The ‘big data’ revolution in healthcare. McKinsey Quarterly, Seattle Groves P, Kayyali B, Knott D, Kuiken SV (2013) The ‘big data’ revolution in healthcare. McKinsey Quarterly, Seattle
37.
Zurück zum Zitat Härder T (1984) Observations on optimistic concurrency control schemes. Inf Syst 9:111–120CrossRef Härder T (1984) Observations on optimistic concurrency control schemes. Inf Syst 9:111–120CrossRef
38.
Zurück zum Zitat Harris S, Seaborne A, Prud’hommeaux E (2013) SPARQL 1.1 query language. W3C recommendation 21 Harris S, Seaborne A, Prud’hommeaux E (2013) SPARQL 1.1 query language. W3C recommendation 21
39.
Zurück zum Zitat Hassanalieragh M, Page A, Soyata T, Sharma G, Aktas M, Mateos G, Kantarci B, Andreescu S (2015) Health monitoring and management using internet-of-things (IoT) sensing with cloud-based processing: Opportunities and challenges. In: 2015 IEEE international conference on services computing, IEEE, pp 285–292 Hassanalieragh M, Page A, Soyata T, Sharma G, Aktas M, Mateos G, Kantarci B, Andreescu S (2015) Health monitoring and management using internet-of-things (IoT) sensing with cloud-based processing: Opportunities and challenges. In: 2015 IEEE international conference on services computing, IEEE, pp 285–292
40.
Zurück zum Zitat Hermon R, Williams PAH (2014) Big data in healthcare: what is it used for? In: Australian eHealth informatics and security conference, pp 40–49 Hermon R, Williams PAH (2014) Big data in healthcare: what is it used for? In: Australian eHealth informatics and security conference, pp 40–49
41.
Zurück zum Zitat Huang T, Lan L, Fang X, An P, Min J, Wang F (2015) Promises and challenges of big data computing in health sciences. Big Data Res 2(1):2–11CrossRef Huang T, Lan L, Fang X, An P, Min J, Wang F (2015) Promises and challenges of big data computing in health sciences. Big Data Res 2(1):2–11CrossRef
42.
Zurück zum Zitat Jennings B (2008) disaster planning and public health. In: From Birth to Death and Bench to Clinic: the hastings center bioethics briefing book for journalists, policymakers, and Campaigns, The Hastings Center, Garrison, NY pp 41–44 Jennings B (2008) disaster planning and public health. In: From Birth to Death and Bench to Clinic: the hastings center bioethics briefing book for journalists, policymakers, and Campaigns, The Hastings Center, Garrison, NY pp 41–44
43.
Zurück zum Zitat Ji Z, Ganchev I, O’Droma M, Zhang X, Zhang X (2014) A cloud-based x73 ubiquitous mobile healthcare system: design and implementation. Sci World J 2014:145803 Ji Z, Ganchev I, O’Droma M, Zhang X, Zhang X (2014) A cloud-based x73 ubiquitous mobile healthcare system: design and implementation. Sci World J 2014:145803
44.
Zurück zum Zitat Kiran KV, Vijayakumar R (2014) Ontology based data integration of NoSQL datastores. In: 2014 9th international conference on industrial and information systems (ICIIS), IEEE, pp 1–6 Kiran KV, Vijayakumar R (2014) Ontology based data integration of NoSQL datastores. In: 2014 9th international conference on industrial and information systems (ICIIS), IEEE, pp 1–6
45.
Zurück zum Zitat Kaur K, Rani R (2015) Managing data in healthcare information systems: many models, one solution. Computer 48(3):52–59CrossRef Kaur K, Rani R (2015) Managing data in healthcare information systems: many models, one solution. Computer 48(3):52–59CrossRef
46.
Zurück zum Zitat Kulkarni G, Sutar R, Gambhir J (2012) Cloud computing-infrastructure as service-amazon ec2. Int J Eng Res Appl 2(1):117–125 Kulkarni G, Sutar R, Gambhir J (2012) Cloud computing-infrastructure as service-amazon ec2. Int J Eng Res Appl 2(1):117–125
47.
Zurück zum Zitat Kung HT, Robinson JT (1981) On optimistic methods for concurrency control. ACM Trans Database Syst (TODS) 6(2):213–226CrossRef Kung HT, Robinson JT (1981) On optimistic methods for concurrency control. ACM Trans Database Syst (TODS) 6(2):213–226CrossRef
48.
Zurück zum Zitat Kwong T, O’Brien A, Kwong Q, Hill K, Haswell J (2009) Medical communication skills and law made easy: the patient-centred approach. Elsevier, Amsterdam Kwong T, O’Brien A, Kwong Q, Hill K, Haswell J (2009) Medical communication skills and law made easy: the patient-centred approach. Elsevier, Amsterdam
49.
Zurück zum Zitat Lin Y, Agrawal D, Chen C, Ooi BC, Wu S (2011) Llama: leveraging columnar storage for scalable join processing in the mapreduce framework. In: Proceedings of the 2011 ACM SIGMOD international conference on management of data, ACM, pp 961–972 Lin Y, Agrawal D, Chen C, Ooi BC, Wu S (2011) Llama: leveraging columnar storage for scalable join processing in the mapreduce framework. In: Proceedings of the 2011 ACM SIGMOD international conference on management of data, ACM, pp 961–972
50.
Zurück zum Zitat Lubbers C, Elkington S, Hess R, Sicola SJ, McCarty J, Korgaonkar A, Leveille J (2005) Flexible data replication mechanism. US Patent 6,947,981 Lubbers C, Elkington S, Hess R, Sicola SJ, McCarty J, Korgaonkar A, Leveille J (2005) Flexible data replication mechanism. US Patent 6,947,981
51.
Zurück zum Zitat Madden S (2012) From databases to big data. IEEE Intern Comput 16(3):4–6CrossRef Madden S (2012) From databases to big data. IEEE Intern Comput 16(3):4–6CrossRef
52.
Zurück zum Zitat Matthew N, Stones R (2005) Beginning databases with PostgreSQL: from novice to professional. Apress, 664 p Matthew N, Stones R (2005) Beginning databases with PostgreSQL: from novice to professional. Apress, 664 p
53.
Zurück zum Zitat Miller FP, Vandome AF, McBrewster J (2010) Amazon web services. Alpha Press Miller FP, Vandome AF, McBrewster J (2010) Amazon web services. Alpha Press
54.
Zurück zum Zitat Muro S, Kameda T, Minoura T (1984) Multi-version concurrency control scheme for a database system. J Comput Syst Sci 29:207–224CrossRefMATH Muro S, Kameda T, Minoura T (1984) Multi-version concurrency control scheme for a database system. J Comput Syst Sci 29:207–224CrossRefMATH
56.
Zurück zum Zitat Nicolae B (2010) Blobseer: Towards efficient data storage management for large-scale, distributed systems. PhD thesis, Université Rennes 1 Nicolae B (2010) Blobseer: Towards efficient data storage management for large-scale, distributed systems. PhD thesis, Université Rennes 1
57.
Zurück zum Zitat Paksula M (2010) Persisting objects in redis key-value database. University of Helsinki, Department of Computer Science, Helsinki Paksula M (2010) Persisting objects in redis key-value database. University of Helsinki, Department of Computer Science, Helsinki
58.
Zurück zum Zitat Palankar MR, Iamnitchi A, Ripeanu M, Garfinkel S (2008) Amazon s3 for science grids: a viable solution? In: Proceedings of the 2008 international workshop on data-aware distributed computing, New York, NY Palankar MR, Iamnitchi A, Ripeanu M, Garfinkel S (2008) Amazon s3 for science grids: a viable solution? In: Proceedings of the 2008 international workshop on data-aware distributed computing, New York, NY
59.
Zurück zum Zitat Paul M, Das A (2017) Health informatics as a service (HIAAS) for developing countries. In: Internet of things and big data technologies for next generation healthcare. Springer, New York, pp 251–279 Paul M, Das A (2017) Health informatics as a service (HIAAS) for developing countries. In: Internet of things and big data technologies for next generation healthcare. Springer, New York, pp 251–279
60.
Zurück zum Zitat Proctor S (2013) Exploring the architecture of the NuoDB database, part 1. Dosegljivo Na Proctor S (2013) Exploring the architecture of the NuoDB database, part 1. Dosegljivo Na
61.
Zurück zum Zitat Roijackers J, Fletcher GH (2013) On bridging relational and document-centric data stores. In: Big Data, Springer, New York, pp 135–148 Roijackers J, Fletcher GH (2013) On bridging relational and document-centric data stores. In: Big Data, Springer, New York, pp 135–148
62.
Zurück zum Zitat Rolison JJ, Hanoch Y, Wood S, Liu PJ (2014) Risk-taking differences across the adult life span: a question of age and domain. J Gerontol Ser B: Psychol Sci Soc Sci 69(6):870–880CrossRef Rolison JJ, Hanoch Y, Wood S, Liu PJ (2014) Risk-taking differences across the adult life span: a question of age and domain. J Gerontol Ser B: Psychol Sci Soc Sci 69(6):870–880CrossRef
63.
Zurück zum Zitat Rosenthal B (2006) Method and system for providing low cost, readily accessible healthcare. US Patent App. 11/105,220 Rosenthal B (2006) Method and system for providing low cost, readily accessible healthcare. US Patent App. 11/105,220
64.
Zurück zum Zitat Rossi R, Hirama K (2015) Characterizing big data management. Issues Inform Sci Inf Technol 12:165–180CrossRef Rossi R, Hirama K (2015) Characterizing big data management. Issues Inform Sci Inf Technol 12:165–180CrossRef
65.
Zurück zum Zitat Russom P (2013) Managing big data. TDWI Research TDWI Best Practices Report Russom P (2013) Managing big data. TDWI Research TDWI Best Practices Report
67.
Zurück zum Zitat Shih KY, Srinivasan U (2003) Method and system for data replication. US Patent 6,615,223 Shih KY, Srinivasan U (2003) Method and system for data replication. US Patent 6,615,223
68.
Zurück zum Zitat Shvachko K, Kuang H, Radia S, Chansler R (2010) The hadoop distributed file system. In: 2010 IEEE 26th symposium on mass storage systems and technologies (MSST), pp 1–10 Shvachko K, Kuang H, Radia S, Chansler R (2010) The hadoop distributed file system. In: 2010 IEEE 26th symposium on mass storage systems and technologies (MSST), pp 1–10
69.
Zurück zum Zitat Silva LAB, Costa C, Oliveira JL (2012) A pacs archive architecture supported on cloud services. Int J Comput Assist Radiol Surg 7(3):349–358CrossRef Silva LAB, Costa C, Oliveira JL (2012) A pacs archive architecture supported on cloud services. Int J Comput Assist Radiol Surg 7(3):349–358CrossRef
70.
Zurück zum Zitat Sivasubramanian S (2012) Amazon dynamodb: a seamlessly scalable non-relational database service. In: Proceedings of the 2012 ACM SIGMOD international conference on management of data, ACM, pp 729–730 Sivasubramanian S (2012) Amazon dynamodb: a seamlessly scalable non-relational database service. In: Proceedings of the 2012 ACM SIGMOD international conference on management of data, ACM, pp 729–730
71.
Zurück zum Zitat Skourletopoulos G, Mavromoustakis CX, Mastorakis G, Batalla JM, Dobre C, Panagiotakis S, Pallis E (2017) Big data and cloud computing: a survey of the state-of-the-art and research challenges. In: Advances in mobile cloud computing and big data in the 5G Era, Springer, New York, pp 23–41 Skourletopoulos G, Mavromoustakis CX, Mastorakis G, Batalla JM, Dobre C, Panagiotakis S, Pallis E (2017) Big data and cloud computing: a survey of the state-of-the-art and research challenges. In: Advances in mobile cloud computing and big data in the 5G Era, Springer, New York, pp 23–41
72.
Zurück zum Zitat Tran VT, Narayanan D, Antoniu G, Bougé L (2012) Dstore: an in-memory document-oriented store. PhD thesis, INRIA Tran VT, Narayanan D, Antoniu G, Bougé L (2012) Dstore: an in-memory document-oriented store. PhD thesis, INRIA
73.
Zurück zum Zitat Vernica R, Carey MJ, Li C (2010) Efficient parallel set-similarity joins using mapreduce. In: Proceedings of the 2010 ACM SIGMOD international conference on management of data, ACM, pp 495–506 Vernica R, Carey MJ, Li C (2010) Efficient parallel set-similarity joins using mapreduce. In: Proceedings of the 2010 ACM SIGMOD international conference on management of data, ACM, pp 495–506
74.
Zurück zum Zitat West KG, Moon JB, Colquitt NL, Weiner HS, Petersen EG, Howell WH (2003) Patient monitoring system. US Patent 6,544,174 West KG, Moon JB, Colquitt NL, Weiner HS, Petersen EG, Howell WH (2003) Patient monitoring system. US Patent 6,544,174
75.
Zurück zum Zitat White T (2012) Hadoop: the definitive guide. O’Reilly Media Inc, Sebastopol White T (2012) Hadoop: the definitive guide. O’Reilly Media Inc, Sebastopol
76.
Zurück zum Zitat Wu L, Yuan L, You J (2015) Survey of large-scale data management systems for big data applications. J Comput Sci Technol 30(1):163–183CrossRef Wu L, Yuan L, You J (2015) Survey of large-scale data management systems for big data applications. J Comput Sci Technol 30(1):163–183CrossRef
Metadaten
Titel
A survey of issues and solutions of health data management systems
verfasst von
Anindita Sarkar Mondal
Sarmistha Neogy
Nandini Mukherjee
Samiran Chattopadhyay
Publikationsdatum
16.04.2019
Verlag
Springer London
Erschienen in
Innovations in Systems and Software Engineering / Ausgabe 2/2019
Print ISSN: 1614-5046
Elektronische ISSN: 1614-5054
DOI
https://doi.org/10.1007/s11334-019-00336-4

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