Abstract
Spectral decomposition of the covariance operator is one of the main building blocks in the theory and applications of Gaussian processes. Unfortunately, it is notoriously hard to derive in a closed form. In this paper, we consider the eigenproblem for Gaussian bridges. Given a base process, its bridge is obtained by conditioning the trajectories to start and terminate at the given points. What can be said about the spectrum of a bridge, given the spectrum of its base process? We show how this question can be answered asymptotically for a family of processes, including the fractional Brownian motion.
| Original language | English |
|---|---|
| Pages (from-to) | 1706-1726 |
| Number of pages | 21 |
| Journal | Bernoulli |
| Volume | 26 |
| Issue number | 3 |
| DOIs | |
| State | Published - Aug 2020 |
Keywords
- Eigenproblem
- Fractional Brownian motion
- Gaussian processes
- Karhunen-Loève expansion
All Science Journal Classification (ASJC) codes
- Statistics and Probability
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