• DocumentCode
    1721090
  • Title

    Application of data mining based on clinical medicine database

  • Author

    Ang, Qing ; Wang, Wei-dong ; Zhao, Bo-ya ; Li, Jing ; Li, Kai-yuan

  • Author_Institution
    Sch. of Inf. & Electron., Beijing Inst. of Technol., Beijing, China
  • Volume
    3
  • fYear
    2010
  • Abstract
    By introducing status and progress of data mining and analyzing characteristics of medical data, a mathematical model of clinical medicine data mining is designed using data preprocessing, artificial neural network and manifold learning, focusing on data mining of clinical biochemical examining results for high-risk population with cancer and cardiovascular disease, and taking model output whose input was clinical examination data of 128 cancer patients and 32 cardiovascular patients for example. This work will not only make basis for further cluster analysis and disease early warning, but also provide data process methods and instructions.
  • Keywords
    data analysis; data mining; diseases; learning (artificial intelligence); medical information systems; neural nets; pattern clustering; artificial neural network; cancer; cardiovascular disease; clinical medicine database; cluster analysis; data mining; data preprocessing; disease early warning; manifold learning; Data mining; Databases; Hospitals; Manifolds; Medical diagnostic imaging; Signal processing algorithms; Artificial Neural Networks; Clinical Medicine Database; Data Mining; Disease Early Warning; Manifold Learning;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Systems (ICSPS), 2010 2nd International Conference on
  • Conference_Location
    Dalian
  • Print_ISBN
    978-1-4244-6892-8
  • Electronic_ISBN
    978-1-4244-6893-5
  • Type

    conf

  • DOI
    10.1109/ICSPS.2010.5555754
  • Filename
    5555754