• DocumentCode
    3773530
  • Title

    Intelligent Cost Estimation Method for Large-Scale Projects Based on PCA Optimized RBF Neural Networks

  • Author

    Hui Zhao;Weijie Huang;Shengping Wang;Tao Liu

  • Author_Institution
    Sch. of Manage., Qingdao Univ. of Technol., Qingdao, China
  • Volume
    1
  • fYear
    2015
  • Firstpage
    525
  • Lastpage
    528
  • Abstract
    In this paper, we break down the large-scale project into small units so that we can extract the parameters that relates most to the total cost more easily. However, the amount of these parameters are huge, causing much trouble for RBF neural fitting, so we need to reduce the number of these parameters by using PCA. Then we put the newly generated parameters as the inputs of RBF neural networks. The results of the empirical analysis showed a sound verification that the proposed cost estimation method is worthy of expanding.
  • Keywords
    "Estimation","Principal component analysis","Buildings","Neural networks","Shape","Forecasting","Data mining"
  • Publisher
    ieee
  • Conference_Titel
    Computational Intelligence and Design (ISCID), 2015 8th International Symposium on
  • Print_ISBN
    978-1-4673-9586-1
  • Type

    conf

  • DOI
    10.1109/ISCID.2015.146
  • Filename
    7469008