• DocumentCode
    2308610
  • Title

    A differential evolutionary architecture for artificial neural trees with applications to medical data mining

  • Author

    Xiyu Liu ; Yinghong Ma ; Hong Liu ; Jianping Zhang

  • Author_Institution
    Sch. of Manage. & Econ., Shandong Normal Univ., Jinan
  • fYear
    2008
  • fDate
    12-14 Dec. 2008
  • Firstpage
    761
  • Lastpage
    767
  • Abstract
    This paper presents an evolutionary structure for neural trees by differential evolution. For a neural tree a structure tree and weights tree are defined. A partial ordering based multi-dimensional fitness function is applied to measure the energy of the system. Different to traditional evolution method of genetic programming, a new evolution technique based on differential evolution is proposed. A numbering scheme is designed for basic operations of tree structure. Finally we present an experimental framework for the tree evolution. Application frameworks are given in medical data mining and analysis.
  • Keywords
    data mining; evolutionary computation; medical computing; neural nets; trees (mathematics); artificial neural tree structure; differential evolutionary architecture; genetic programming; medical data mining; numbering scheme; partial ordering-based multidimensional fitness function; Bone diseases; Computational intelligence; Data analysis; Data mining; Energy measurement; Genetic algorithms; Genetic programming; Neural networks; Power generation economics; Tree data structures;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    IT in Medicine and Education, 2008. ITME 2008. IEEE International Symposium on
  • Conference_Location
    Xiamen
  • Print_ISBN
    978-1-4244-3616-3
  • Electronic_ISBN
    978-1-4244-2511-2
  • Type

    conf

  • DOI
    10.1109/ITME.2008.4743969
  • Filename
    4743969