• DocumentCode
    412590
  • Title

    Inference of S-system models of genetic networks using a genetic local search

  • Author

    Kimura, Shuhei ; Hatakeyama, M. ; Konagaya, Akihiko

  • Author_Institution
    RIKEN Genomic Sci. Center, Yokohama, Japan
  • Volume
    1
  • fYear
    2003
  • fDate
    8-12 Dec. 2003
  • Firstpage
    631
  • Abstract
    In this paper, we propose a new method for the inference of S-system models of large-scale genetic networks. This method employs a technique to decompose the genetic network inference problem into several subproblems, and then applies a genetic local search to each of the subproblems. A local search method utilizing the feature of the S-system model is used as one of the search operators in this genetic local search. Finally, the effectiveness of the proposed method is verified through a genetic network inference problem.
  • Keywords
    genetic algorithms; inference mechanisms; model-based reasoning; physiological models; search problems; S-system models; genetic local search; genetic network inference problem; genetic networks; search operators; Bioinformatics; Differential equations; Gene expression; Genetics; Genomics; Inference algorithms; Kinetic theory; Large-scale systems; Nonlinear equations; Search methods;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Evolutionary Computation, 2003. CEC '03. The 2003 Congress on
  • Print_ISBN
    0-7803-7804-0
  • Type

    conf

  • DOI
    10.1109/CEC.2003.1299635
  • Filename
    1299635