• Title of article

    Occupation times of the Ornstein–Uhlenbeck process: Functional PCA and evidence from electricity prices

  • Author/Authors

    Densing، نويسنده , , M.، نويسنده ,

  • Issue Information
    روزنامه با شماره پیاپی سال 2012
  • Pages
    9
  • From page
    5818
  • To page
    5826
  • Abstract
    We discuss the functional principal component analysis (FPCA) of the occupation times of the Ornstein–Uhlenbeck process. For the eigenvalue problem of the covariance operator of the occupation times we derive the corresponding integral equation in the large time limit and we solve numerically for the principal components. The formulation applies the path-integral approach of Feynman and Kac. The principal components are compared with those from empirical electricity price processes on energy markets. The results indicate that FPCA of the occupation times is a suitable tool in stochastic energy modeling to generate moderately-sized scenario trees.
  • Keywords
    Occupation time , Electricity price , functional principal component analysis , Ornstein–Uhlenbeck process , PCA
  • Journal title
    Physica A Statistical Mechanics and its Applications
  • Serial Year
    2012
  • Journal title
    Physica A Statistical Mechanics and its Applications
  • Record number

    1736122