Risk Mining in Medicine: Application of Data Mining to Medical Risk Management

被引:40
|
作者
Tsumoto, Shusaku [1 ]
Hirano, Shoji [1 ]
机构
[1] Shimane Univ, Sch Med, Dept Med Informat, Izumo, Shimane 6938501, Japan
关键词
Risk Mining; Risk Management; Data Mining; Hospital Management;
D O I
10.3233/FI-2010-219
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
This paper proposes an application of data mining to medical risk management, where data mining techniques are applied to detection, analysis and evaluation of risks potentially existing in clinical environments. We applied this technique to the following two medical domains: risk aversion of nurse incidents and infection control. The results show that data mining methods were effective to detection and aversion of risk factors.
引用
收藏
页码:107 / 121
页数:15
相关论文
共 50 条
  • [31] Risk mining: Mining nurses' incident factors and application of mining results to prevention of incidents
    Tsumoto, Shusaku
    Matsuoka, Kimiko
    Yokoyama, Shigeki
    Rough Sets and Current Trends in Computing, Proceedings, 2006, 4259 : 706 - 715
  • [32] Application of Data Mining to Slope Risk Assessment Based on Safety Monitoring Data
    Liang, Guilan
    PROCEEDINGS OF INTERNATIONAL SYMPOSIUM ON STATISTICS AND MANAGEMENT SCIENCE 2010, 2010, : 168 - 171
  • [33] Outlier Mining in Medical Databases: An Application of Data Mining in Health Care Management to Detect Abnormal Values Presented In Medical Databases
    Kumar, Varun
    Kumar, Dharminder
    Singh, R. K.
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2008, 8 (08): : 272 - 277
  • [34] Application of risk management techniques for the remediation of an old mining site in Greece
    Panagopoulos, I.
    Karayannis, A.
    Adam, K.
    Aravossis, K.
    WASTE MANAGEMENT, 2009, 29 (05) : 1739 - 1746
  • [35] Research on Application of Data Mining Technology in Risk Assessment Process of Audit
    Yan, Jun
    Wang, Xiaoxin
    Wang, Binrong
    Zhang, Yuan
    2019 INTERNATIONAL CONFERENCE ON ECONOMIC MANAGEMENT AND MODEL ENGINEERING (ICEMME 2019), 2019, : 487 - 491
  • [36] An application of data mining to identify potential risk factors for anophthalmia and microphthalmia
    Weber, Kari A.
    Yang, Wei
    Carmichael, Suzan L.
    Lupo, Philip J.
    Dukhovny, Stephanie
    Yazdy, Mahsa M.
    Lin, Angela E.
    Van Bennekom, Carla M.
    Mitchell, Allen A.
    Shaw, Gary M.
    PAEDIATRIC AND PERINATAL EPIDEMIOLOGY, 2018, 32 (06) : 545 - 555
  • [37] A Data Mining Driven Risk Profiling Method for Road Asset Management
    Emerson, Daniel
    Weligamage, Justin Z.
    Nayak, Richi
    19TH ACM SIGKDD INTERNATIONAL CONFERENCE ON KNOWLEDGE DISCOVERY AND DATA MINING (KDD'13), 2013, : 1267 - 1275
  • [38] Application of Data Mining techniques to relate Cardiovascular Risk and Coronary Calcium
    Lujan, F. N.
    Cymberknop, L. J.
    Alfonso, M.
    Legnani, W.
    Armentano Feijoo, R.
    20TH ARGENTINEAN BIOENGINEERING SOCIETY CONGRESS (XX ARGENTINE BIOENGINEERING CONGRESS AND IX CONFERENCE OF CLINICAL ENGINEERING), (SABI 2015), 2016, 705
  • [39] A data mining-based framework for supply chain risk management
    Kara, Merve Er
    Firat, Seniye Umit Oktay
    Ghadge, Abhijeet
    COMPUTERS & INDUSTRIAL ENGINEERING, 2020, 139
  • [40] A Study on the Application of Mobile Medical APP in Medical Data Mining
    Zheng, Xuan
    Chen, Xuejiao
    PROCEEDINGS OF THE 2017 5TH INTERNATIONAL CONFERENCE ON MECHATRONICS, MATERIALS, CHEMISTRY AND COMPUTER ENGINEERING (ICMMCCE 2017), 2017, 141 : 144 - 148