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 |
Bibliographical note
Publisher Copyright:© 2020 ISI/BS
Keywords
- Eigenproblem
- Fractional Brownian motion
- Gaussian processes
- Karhunen-Loève expansion