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Big Data Analytics in Healthcare
The rapidly expanding field of big data analytics has started to play a pivotal role in the evolution of healthcare practices and research. It has provided tools to accumulate, manage, analyze, and assimilate large volumes of disparate, structured, and unstructured data produced by current healthcar...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4503556/ https://www.ncbi.nlm.nih.gov/pubmed/26229957 http://dx.doi.org/10.1155/2015/370194 |
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author | Belle, Ashwin Thiagarajan, Raghuram Soroushmehr, S. M. Reza Navidi, Fatemeh Beard, Daniel A. Najarian, Kayvan |
author_facet | Belle, Ashwin Thiagarajan, Raghuram Soroushmehr, S. M. Reza Navidi, Fatemeh Beard, Daniel A. Najarian, Kayvan |
author_sort | Belle, Ashwin |
collection | PubMed |
description | The rapidly expanding field of big data analytics has started to play a pivotal role in the evolution of healthcare practices and research. It has provided tools to accumulate, manage, analyze, and assimilate large volumes of disparate, structured, and unstructured data produced by current healthcare systems. Big data analytics has been recently applied towards aiding the process of care delivery and disease exploration. However, the adoption rate and research development in this space is still hindered by some fundamental problems inherent within the big data paradigm. In this paper, we discuss some of these major challenges with a focus on three upcoming and promising areas of medical research: image, signal, and genomics based analytics. Recent research which targets utilization of large volumes of medical data while combining multimodal data from disparate sources is discussed. Potential areas of research within this field which have the ability to provide meaningful impact on healthcare delivery are also examined. |
format | Online Article Text |
id | pubmed-4503556 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-45035562015-07-30 Big Data Analytics in Healthcare Belle, Ashwin Thiagarajan, Raghuram Soroushmehr, S. M. Reza Navidi, Fatemeh Beard, Daniel A. Najarian, Kayvan Biomed Res Int Review Article The rapidly expanding field of big data analytics has started to play a pivotal role in the evolution of healthcare practices and research. It has provided tools to accumulate, manage, analyze, and assimilate large volumes of disparate, structured, and unstructured data produced by current healthcare systems. Big data analytics has been recently applied towards aiding the process of care delivery and disease exploration. However, the adoption rate and research development in this space is still hindered by some fundamental problems inherent within the big data paradigm. In this paper, we discuss some of these major challenges with a focus on three upcoming and promising areas of medical research: image, signal, and genomics based analytics. Recent research which targets utilization of large volumes of medical data while combining multimodal data from disparate sources is discussed. Potential areas of research within this field which have the ability to provide meaningful impact on healthcare delivery are also examined. Hindawi Publishing Corporation 2015 2015-07-02 /pmc/articles/PMC4503556/ /pubmed/26229957 http://dx.doi.org/10.1155/2015/370194 Text en Copyright © 2015 Ashwin Belle et al. https://creativecommons.org/licenses/by/3.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Review Article Belle, Ashwin Thiagarajan, Raghuram Soroushmehr, S. M. Reza Navidi, Fatemeh Beard, Daniel A. Najarian, Kayvan Big Data Analytics in Healthcare |
title | Big Data Analytics in Healthcare |
title_full | Big Data Analytics in Healthcare |
title_fullStr | Big Data Analytics in Healthcare |
title_full_unstemmed | Big Data Analytics in Healthcare |
title_short | Big Data Analytics in Healthcare |
title_sort | big data analytics in healthcare |
topic | Review Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4503556/ https://www.ncbi.nlm.nih.gov/pubmed/26229957 http://dx.doi.org/10.1155/2015/370194 |
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