Bayesian curve fitting using MCMC with applications to signal segmentation

We propose some Bayesian methods to address the problem of fitting a signal modeled by a sequence of piecewise constant linear (in the parameters) regression models, for example, autoregressive or Volterra models. A joint prior distribution is set up over the number of the changepoints/knots, their...

Full description

Bibliographic Details
Main Authors: Punskaya, E, Andrieu, C, Doucet, A, Fitzgerald, W
Format: Journal article
Language:English
Published: 2002