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
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