• Title of article

    A contrast estimator for completely or partially observed hypoelliptic diffusion

  • Author/Authors

    Samson، نويسنده , , Adeline and Thieullen، نويسنده , , Michèle، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2012
  • Pages
    32
  • From page
    2521
  • To page
    2552
  • Abstract
    Parametric estimation of two-dimensional hypoelliptic diffusions is considered when complete observations–both coordinates discretely observed–or partial observations–only one coordinate observed–are available. Since the volatility matrix is degenerate, Euler contrast estimators cannot be used directly. For complete observations, we introduce an Euler contrast based on the second coordinate only. For partial observations, we define a contrast based on an integrated diffusion resulting from a transformation of the original one. A theoretical study proves that the estimators are consistent and asymptotically Gaussian. A numerical application to Langevin systems illustrates the nice properties of both complete and partial observations’ estimators.
  • Keywords
    stochastic differential equations , Partial observations , Contrast estimator , Hypoelliptic diffusion , Langevin system
  • Journal title
    Stochastic Processes and their Applications
  • Serial Year
    2012
  • Journal title
    Stochastic Processes and their Applications
  • Record number

    1578630