Semantic transformation model for clinical documents in big data to support healthcare analytics

被引:0
|
作者
Hussain, Shujaat [1 ]
Lee, Sungyoung [1 ]
机构
[1] Kyung Hee Univ, Dept Comp Engn, Ubiquitous Comp Lab, Yongin, Gyeonggi Do, South Korea
关键词
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The standardized health care documents are being adopted at an exponential rate all around the world which poses several challenges about its large scale analysis and comprehension. The health care standards are complex and difficult to understand for a health analytics expert due to its comprehensive nature. This paper proposes a semantic transformation model of the health care documents in a distributed environment to tackle the voluminous data and its variety. In this paper Hadoop is used for the semantic transformation model and clinical document architecture (CDA) standard for the case study. The case study shows that the health analytics can be well supported by the transformation model as it is simple and tailor made for the situation.
引用
收藏
页码:152 / 155
页数:4
相关论文
共 50 条
  • [1] Semantic preservation of standardized healthcare documents in big data
    Hussain, Shujaat
    Hussain, Maqbool
    Afzal, Muhammad
    Hussain, Jamil
    Bang, Jaehun
    Seung, Hyonwoo
    Lee, Sungyoung
    [J]. INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS, 2019, 129 : 133 - 145
  • [2] Semantic Support for Model Based Big Data Analytics-as-a-Service (MBDAaaS)
    Redavid, Domenico
    Malerba, Donato
    Di Martino, Beniamino
    Esposito, Antonio
    Ardagna, Claudio Agostino
    Bellandi, Valerio
    Ceravolo, Paolo
    Damiani, Ernesto
    [J]. COMPLEX, INTELLIGENT, AND SOFTWARE INTENSIVE SYSTEMS, 2019, 772 : 1012 - 1021
  • [3] A Robust Model for Big Healthcare Data Analytics
    Chauchan, Ritu
    Jangade, Rajesh
    [J]. 2016 6th International Conference - Cloud System and Big Data Engineering (Confluence), 2016, : 221 - 225
  • [4] Big Data Analytics in Healthcare
    Ambigavathi, M.
    Sridharan, D.
    [J]. 2018 10TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTING (ICOAC), 2018, : 269 - 276
  • [5] Big Data Analytics for Healthcare
    Sun, Jimeng
    Reddy, Chandan K.
    [J]. 19TH ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING (KDD'13), 2013, : 1524 - 1524
  • [6] Big Data and Analytics in Healthcare
    Tan, S. S. -L.
    Gao, G.
    Koch, S.
    [J]. METHODS OF INFORMATION IN MEDICINE, 2015, 54 (06) : 546 - 547
  • [7] Big Data Analytics in Healthcare
    Belle, Ashwin
    Thiagarajan, Raghuram
    Soroushmehr, S. M. Reza
    Navidi, Fatemeh
    Beard, Daniel A.
    Najarian, Kayvan
    [J]. BIOMED RESEARCH INTERNATIONAL, 2015, 2015
  • [8] Situated Big Data and Big Data Analytics for Healthcare
    Sterling, Mark
    [J]. 2017 IEEE GLOBAL HUMANITARIAN TECHNOLOGY CONFERENCE (GHTC), 2017,
  • [9] Big Data Analysis and Services: Visualization of Smart Data to Support Healthcare Analytics
    Leung, Carson K.
    Zhang, Yibin
    Hoi, Calvin S. H.
    Souza, Joglas
    Wodi, Bryan H.
    [J]. 2019 INTERNATIONAL CONFERENCE ON INTERNET OF THINGS (ITHINGS) AND IEEE GREEN COMPUTING AND COMMUNICATIONS (GREENCOM) AND IEEE CYBER, PHYSICAL AND SOCIAL COMPUTING (CPSCOM) AND IEEE SMART DATA (SMARTDATA), 2019, : 1261 - 1268
  • [10] Decision support model for big data analytics tools
    Nakashololo, Tonata M.
    Iyamu, Tiko
    [J]. SOUTH AFRICAN JOURNAL OF INFORMATION MANAGEMENT, 2023, 25 (01):