Data analytics;
Big data;
Machine learning;
Healthcare systems;
Systematic literature review;
BIG DATA;
D O I:
10.1108/MD-01-2020-0035
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
Purpose The objective of this paper is to assess and synthesize the published literature related to the application of data analytics, big data, data mining and machine learning to healthcare engineering systems. Design/methodology/approach A systematic literature review (SLR) was conducted to obtain the most relevant papers related to the research study from three different platforms: EBSCOhost, ProQuest and Scopus. The literature was assessed and synthesized, conducting analysis associated with the publications, authors and content. Findings From the SLR, 576 publications were identified and analyzed. The research area seems to show the characteristics of a growing field with new research areas evolving and applications being explored. In addition, the main authors and collaboration groups publishing in this research area were identified throughout a social network analysis. This could lead new and current authors to identify researchers with common interests on the field. Research limitations/implications The use of the SLR methodology does not guarantee that all relevant publications related to the research are covered and analyzed. However, the authors' previous knowledge and the nature of the publications were used to select different platforms. Originality/value To the best of the authors' knowledge, this paper represents the most comprehensive literature-based study on the fields of data analytics, big data, data mining and machine learning applied to healthcare engineering systems.
机构:
Univ Turku, Turku Sch Econ, Turku, Finland
Woxsen Univ, Sch Business, Hyderabad, IndiaUniv Turku, Turku Sch Econ, Turku, Finland
Khanra, Sayantan
Dhir, Amandeep
论文数: 0引用数: 0
h-index: 0
机构:
LUT Univ, Sch Business & Management, Lappeenranta, Finland
Univ Agder, Sch Business & Law, Dept Management, Kristiansand, Norway
North West Univ, Optentia Res Focus Area, Vanderbijlpark, South AfricaUniv Turku, Turku Sch Econ, Turku, Finland
Dhir, Amandeep
Islam, Najmul
论文数: 0引用数: 0
h-index: 0
机构:
Univ Turku, Dept Future Technol, Turku, FinlandUniv Turku, Turku Sch Econ, Turku, Finland
Islam, Najmul
Mantymaki, Matti
论文数: 0引用数: 0
h-index: 0
机构:
Univ Turku, Turku Sch Econ, Turku, FinlandUniv Turku, Turku Sch Econ, Turku, Finland
机构:
Department of Information Technology, Vnr Vignana Jyothi Institute of Engineering and Technology, Hyderabad, FranceDepartment of Information Technology, Vnr Vignana Jyothi Institute of Engineering and Technology, Hyderabad, France
Radhakrishna, Vangipuram
Reddy, Gali Suresh
论文数: 0引用数: 0
h-index: 0
机构:
Department of Information Technology, Vnr Vignana Jyothi Institute of Engineering and Technology, Hyderabad, FranceDepartment of Information Technology, Vnr Vignana Jyothi Institute of Engineering and Technology, Hyderabad, France
Reddy, Gali Suresh
Kumar, Gunupudi Rajesh
论文数: 0引用数: 0
h-index: 0
机构:
Department of Information Technology, Vnr Vignana Jyothi Institute of Engineering and Technology, Hyderabad, FranceDepartment of Information Technology, Vnr Vignana Jyothi Institute of Engineering and Technology, Hyderabad, France
Kumar, Gunupudi Rajesh
Rao, Dammavalam Srinivasa
论文数: 0引用数: 0
h-index: 0
机构:
Department of Information Technology, Vnr Vignana Jyothi Institute of Engineering and Technology, Hyderabad, FranceDepartment of Information Technology, Vnr Vignana Jyothi Institute of Engineering and Technology, Hyderabad, France
Rao, Dammavalam Srinivasa
[J].
Recent Advances in Computer Science and Communications,
2021,
14
(05):
: 1356
-
1357
机构:
the Faculty of Computer Science, Karachi Institute of Economics and Technology
2. the Faculty of Computer Science, Institute of Business Administration
the Faculty of Computer Science, Karachi Institute of Economics and Technology
2. the Faculty of Computer Science, Institute of Business Administration
Sohail Imran
Tariq Mahmood
论文数: 0引用数: 0
h-index: 0
机构:
Data Science Research Institute, Swinburne University of Technologythe Faculty of Computer Science, Karachi Institute of Economics and Technology
2. the Faculty of Computer Science, Institute of Business Administration
Tariq Mahmood
Ahsan Morshed
论文数: 0引用数: 0
h-index: 0
机构:the Faculty of Computer Science, Karachi Institute of Economics and Technology
2. the Faculty of Computer Science, Institute of Business Administration
Ahsan Morshed
Timos Sellis
论文数: 0引用数: 0
h-index: 0
机构:the Faculty of Computer Science, Karachi Institute of Economics and Technology
2. the Faculty of Computer Science, Institute of Business Administration
机构:
Aarhus Univ, Sch Business & Social Sci, Dept Management, Fuglesangs Alle 4, DK-8210 Aarhus, DenmarkAarhus Univ, Sch Business & Social Sci, Dept Management, Fuglesangs Alle 4, DK-8210 Aarhus, Denmark
Joergensen, Pedro Natividade
Zaggl, Michael
论文数: 0引用数: 0
h-index: 0
机构:
Aarhus Univ, Sch Business & Social Sci, Dept Management, Fuglesangs Alle 4, DK-8210 Aarhus, DenmarkAarhus Univ, Sch Business & Social Sci, Dept Management, Fuglesangs Alle 4, DK-8210 Aarhus, Denmark