Implications of big data analytics in developing healthcare frameworks – A review
The domain of healthcare acquired its influence by the impact of big data since the data sources involved in the healthcare organizations are well-known for their volume, heterogeneous complexity and high dynamism. Though the role of big data analytical techniques, platforms, tools are realized amon...
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doaj-286057c362384b9c97706ff32f06b9ef2020-11-24T21:51:48ZengElsevierJournal of King Saud University: Computer and Information Sciences1319-15782019-10-01314415425Implications of big data analytics in developing healthcare frameworks – A reviewVenketesh Palanisamy0Ramkumar Thirunavukarasu1School of Information Technology and Engineering, VIT University, IndiaCorresponding author.; School of Information Technology and Engineering, VIT University, IndiaThe domain of healthcare acquired its influence by the impact of big data since the data sources involved in the healthcare organizations are well-known for their volume, heterogeneous complexity and high dynamism. Though the role of big data analytical techniques, platforms, tools are realized among various domains, their impact on healthcare organization for implementing and delivering novel use-cases for potential healthcare applications shows promising research directions. In the context of big data, the success of healthcare applications solely depends on the underlying architecture and utilization of appropriate tools as evidenced in pioneering research attempts. Novel research works have been carried out for deriving application specific healthcare frameworks that offer diversified data analytical capabilities for handling sources of data ranging from electronic health records to medical images. In this paper, we have presented various analytical avenues that exist in the patient-centric healthcare system from the perspective of various stakeholders. We have also reviewed various big data frameworks with respect to underlying data sources, analytical capability and application areas. In addition, the implication of big data tools in developing healthcare eco system is also presented. Keywords: Big data, Healthcare, Framework, Infrastructure, Analytics, Patterns, Toolshttp://www.sciencedirect.com/science/article/pii/S1319157817302938 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Venketesh Palanisamy Ramkumar Thirunavukarasu |
spellingShingle |
Venketesh Palanisamy Ramkumar Thirunavukarasu Implications of big data analytics in developing healthcare frameworks – A review Journal of King Saud University: Computer and Information Sciences |
author_facet |
Venketesh Palanisamy Ramkumar Thirunavukarasu |
author_sort |
Venketesh Palanisamy |
title |
Implications of big data analytics in developing healthcare frameworks – A review |
title_short |
Implications of big data analytics in developing healthcare frameworks – A review |
title_full |
Implications of big data analytics in developing healthcare frameworks – A review |
title_fullStr |
Implications of big data analytics in developing healthcare frameworks – A review |
title_full_unstemmed |
Implications of big data analytics in developing healthcare frameworks – A review |
title_sort |
implications of big data analytics in developing healthcare frameworks – a review |
publisher |
Elsevier |
series |
Journal of King Saud University: Computer and Information Sciences |
issn |
1319-1578 |
publishDate |
2019-10-01 |
description |
The domain of healthcare acquired its influence by the impact of big data since the data sources involved in the healthcare organizations are well-known for their volume, heterogeneous complexity and high dynamism. Though the role of big data analytical techniques, platforms, tools are realized among various domains, their impact on healthcare organization for implementing and delivering novel use-cases for potential healthcare applications shows promising research directions. In the context of big data, the success of healthcare applications solely depends on the underlying architecture and utilization of appropriate tools as evidenced in pioneering research attempts. Novel research works have been carried out for deriving application specific healthcare frameworks that offer diversified data analytical capabilities for handling sources of data ranging from electronic health records to medical images. In this paper, we have presented various analytical avenues that exist in the patient-centric healthcare system from the perspective of various stakeholders. We have also reviewed various big data frameworks with respect to underlying data sources, analytical capability and application areas. In addition, the implication of big data tools in developing healthcare eco system is also presented. Keywords: Big data, Healthcare, Framework, Infrastructure, Analytics, Patterns, Tools |
url |
http://www.sciencedirect.com/science/article/pii/S1319157817302938 |
work_keys_str_mv |
AT venketeshpalanisamy implicationsofbigdataanalyticsindevelopinghealthcareframeworksareview AT ramkumarthirunavukarasu implicationsofbigdataanalyticsindevelopinghealthcareframeworksareview |
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