• Title of article

    On the stability of the risk hull method for projection estimators

  • Author/Authors

    Marteau، نويسنده , , C.، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2009
  • Pages
    15
  • From page
    1821
  • To page
    1835
  • Abstract
    We consider in this paper the regularization by projection of a linear inverse problem Y = Af + ε ξ where ξ denotes a Gaussian white noise, A a compact operator and ε > 0 a noise level. Compared to the standard unbiased risk estimation (URE) method, the risk hull minimization (RHM) procedure presents a very interesting numerical behavior. However, the regularization in the singular value decomposition setting requires the knowledge of the eigenvalues of A . Here, we deal with noisy eigenvalues: only observations on this sequence are available. We study the efficiency of the RHM method in this situation. More generally, we shed light on some properties usually related to the regularization with a noisy operator.
  • Keywords
    Oracle inequality , Projection estimation , Risk hull , Singular value decomposition
  • Journal title
    Journal of Statistical Planning and Inference
  • Serial Year
    2009
  • Journal title
    Journal of Statistical Planning and Inference
  • Record number

    2220007