Prediction of Health Outcomes Using Big (Health) Data

被引：0
|
作者：
Arandjelovic, Ognjen [1 ]
机构：
[1] Univ St Andrews, St Andrews KY16 9AJ, Fife, Scotland
来源：
2015 37TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC) | 2015年
关键词：
D O I：
暂无
中图分类号：
R318 [生物医学工程];
学科分类号：
0831 ;
摘要：
The vast amounts of information in the form of electronic medical records are used to develop a novel model of disease progression. The proposed model is based on the representation of a patient's medical history in the form of a binary history vector, motivated by empirical evidence from previous work and validated using a large 'real-world' data corpus. The scope for the use of the described methodology is overarching and ranges from smarter allocation of resources and discovery of novel disease progression patterns and interactions, to incentivization of patients to make lifestyle changes.
引用
收藏
页码：2543 / 2546
页数：4
相关论文
共 50 条
  • [31] Big Health Application System based on Health Internet of Things and Big Data
    Ma, Yujun
    Wang, Yulei
    Yang, Jun
    Miao, Yiming
    Li, Wei
    [J]. IEEE ACCESS, 2017, 5 : 7885 - 7897
  • [32] Interpreting Health Events in Big Data Using Qualitative Traditions
    Fritz, Roschelle L.
    Dermody, Gordana
    [J]. INTERNATIONAL JOURNAL OF QUALITATIVE METHODS, 2020, 19
  • [33] Information consolidation architecture for health insurance using Big Data
    Zerega-Prado, Jose
    Llerena-Izquierdo, Joe
    [J]. MEMORIA INVESTIGACIONES EN INGENIERIA, 2022, (23): : 18 - 31
  • [34] Health Analysis of Footballer Using Big Data and Deep Learning
    Yang, Tao
    Yuan, Guoliang
    Yan, Jing
    [J]. SCIENTIFIC PROGRAMMING, 2021, 2021
  • [35] A Novel Architecture and Algorithm for Prediction of Students Psychological Health based on Big Data
    Cheng, Chen
    Cheng, Xinzhou
    Zheng, Yuting
    Cao, Lijuan
    Han, Yuhui
    Jia, Yuwei
    Zhang, Qingqing
    Zhang, Yi
    Zhang, Ya'nan
    Xu, Lexi
    [J]. 2021 IEEE 20TH INTERNATIONAL CONFERENCE ON TRUST, SECURITY AND PRIVACY IN COMPUTING AND COMMUNICATIONS (TRUSTCOM 2021), 2021, : 1391 - 1396
  • [36] Applications of Big Data in Equipment Health Status Prediction and Spare Parts Replenishment
    Zhang, Chen
    Li, Jia
    Wang, Haining
    Li, Siyue
    [J]. Zhongguo Jixie Gongcheng/China Mechanical Engineering, 2019, 30 (02): : 183 - 187
  • [37] Hyperchloremia in critically ill patients: association with outcomes and prediction using electronic health record data
    Yeh, Pete
    Pan, Yiheng
    Sanchez-Pinto, L. Nelson
    Luo, Yuan
    [J]. BMC MEDICAL INFORMATICS AND DECISION MAKING, 2020, 20 (Suppl 14)
  • [38] Hyperchloremia in critically ill patients: association with outcomes and prediction using electronic health record data
    Pete Yeh
    Yiheng Pan
    L. Nelson Sanchez-Pinto
    Yuan Luo
    [J]. BMC Medical Informatics and Decision Making, 20
  • [39] Using Electronic Health Record Data to Develop and Validate a Prediction Model for Adverse Outcomes in the Wards
    Churpek, Matthew M.
    Yuen, Trevor C.
    Park, Seo Young
    Gibbons, Robert
    Edelson, Dana P.
    [J]. CRITICAL CARE MEDICINE, 2014, 42 (04) : 841 - 848
  • [40] The association between gambling and financial, social and health outcomes in big financial data
    Naomi Muggleton
    Paula Parpart
    Philip Newall
    David Leake
    John Gathergood
    Neil Stewart
    [J]. Nature Human Behaviour, 2021, 5 : 319 - 326
12345