Big data handling mechanisms in the healthcare applications: A comprehensive and systematic literature review

被引:57
|
作者
Pashazadeh, Asma [1 ]
Navimipour, Nima Jafari [1 ]
机构
[1] Islamic Azad Univ, Dept Comp Engn, Tabriz Branch, Tabriz, Iran
关键词
Systematic literature review; Big data; Healthcare; Cloud; Agent; Heuristic; DATA ANALYTICS; PRECISION MEDICINE; DRUG DISCOVERY; MENTAL-HEALTH; G-HADOOP; MAPREDUCE; FRAMEWORK; SERVICE; BIOINFORMATICS; ECONOMICS;
D O I
10.1016/j.jbi.2018.03.014
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Healthcare provides many services such as diagnosing, treatment, prevention of diseases, illnesses, injuries, and other physical and mental disorders. Large-scale distributed data processing applications in healthcare as a basic concept operates on large amounts of data. Therefore, big data application functions are the main part of healthcare operations, but there was not any comprehensive and systematic survey about studying and evaluating the important techniques in this field. Therefore, this paper aims at providing the comprehensive, detailed, and systematic study of the state-of-the-art mechanisms in the big data related to healthcare applications in five categories, including machine learning, cloud-based, heuristic-based, agent-based, and hybrid mechanisms. Also, this paper displayed a systematic literature review (SLR) of the big data applications in the healthcare literature up to the end of 2016. Initially, 205 papers were identified, but a paper selection process reduced the number of papers to 29 important studies.
引用
收藏
页码:47 / 62
页数:16
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