• Title of article

    √n-Consistent robust integration-based estimation

  • Author/Authors

    Jun، Sung Jae نويسنده , Pinkse، Joris نويسنده , Wan، Yuanyuan نويسنده

  • Issue Information
    دوفصلنامه با شماره پیاپی سال 2011
  • Pages
    19
  • From page
    828
  • To page
    846
  • Abstract
    We propose a new robust estimator of the regression coefficients in a linear regression model. The proposed estimator is the only robust estimator based on integration rather than optimization. It allows for dependence between errors and regressors, is n -consistent, and asymptotically normal. Moreover, it has the best achievable breakdown point of regression invariant estimators, has bounded gross error sensitivity, is both affine invariant and regression invariant, and the number of operations required for its computation is linear in n . An extension would result in bounded local shift sensitivity, also.
  • Keywords
    robust regression , Linear model , High breakdown point estimator , Integration-based estimator
  • Journal title
    Journal of Multivariate Analysis
  • Serial Year
    2011
  • Journal title
    Journal of Multivariate Analysis
  • Record number

    1565585