• Title of article

    Nonlinear‎ ‎Regression Models Based on Slash‎ ‎Skew-Elliptical Errors

  • Author/Authors

    Pirzadeh Nahooji, Siavash Department of Statistics - Science and Research Branch - Islamic Azad University, Tehran, Iran , Farnoosh, Rahman School of Mathematics - Iran University of Science and Technology, Narmak, Tehran, Iran , Nematollahi, Nader Department of Statistics - Allameh Tabataba’i University, Tehran, Iran

  • Pages
    23
  • From page
    13
  • To page
    35
  • Abstract
    In this paper, the nonlinear regression models when the model errors follow a slash skew-elliptical distribution, are considered. In the special case of nonlinear regression models under slash skew-t distribution, we present some distributional properties, and to estimate their parameters, we use an EM-type algorithm. Also, to find the estimation errors, we derive the observed information matrix analytically. To describe the influence of the observations on the ML estimates, we use a sensitivity analysis. Finally, we conduct some simulation studies and a real data analysis to show the performance of the proposed model.
  • Keywords
    EM algorithm , Slash skew-t distribution , Slash skew-elliptical distribution , EM algorithm , Nonlinear regression , Skew normal distribution
  • Journal title
    Journal of the Iranian Statistical Society (JIRSS)
  • Serial Year
    2018
  • Record number

    2508304