• DocumentCode
    1639168
  • Title

    Class point approach for software effort estimation using soft computing techniques

  • Author

    Satapathy, Shashank Mouli ; Kumar, Manoj ; Rath, Santanu Ku

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Nat. Inst. of Technol., Rourkela, India
  • fYear
    2013
  • Firstpage
    178
  • Lastpage
    183
  • Abstract
    The estimation of effort involved in developing a software product plays an important role in determining the success or failure of the product. Project managers require a reliable approach for software effort estimation. It is especially important during the early stage of the software development life cycle. An accurate software effort estimation is a major concern in current industries. In this paper, the main goal is to estimate the effort required to develop various software projects using class point approach. Then optimization of the effort parameters is achieved using adaptive regression based Multi-Layer Perceptron (ANN) technique to obtain better accuracy. Furthermore, a comparative analysis of software effort estimation using Multi-Layer Perceptron (ANN) and Radial Basis Function Network (RBFN) has been provided. By estimating the software projects accurately, we can have softwares with acceptable quality within budget and on planned schedules.
  • Keywords
    multilayer perceptrons; radial basis function networks; regression analysis; software development management; ANN technique; RBFN; adaptive regression; artificial neural networks; class point approach; multilayer perceptron; product failure; product success; radial basis function network; soft computing techniques; software development life cycle; software effort estimation; software product development; Complexity theory; Data models; Estimation; Neurons; Radial basis function networks; Software; Training; Class Point Approach; Multi-Layer Perceptron; Object Oriented Analysis and Design; Radial Basis Function Network; Software Effort Estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advances in Computing, Communications and Informatics (ICACCI), 2013 International Conference on
  • Conference_Location
    Mysore
  • Print_ISBN
    978-1-4799-2432-5
  • Type

    conf

  • DOI
    10.1109/ICACCI.2013.6637167
  • Filename
    6637167