Constrained expectation maximisation algorithm for estimating ARMA models in state space representation

Abstract This paper discusses the fitting of linear state space models to given multivariate time series in the presence of constraints imposed on the four main parameter matrices of these models. Constraints arise partly from the assumption that the models have a block-diagonal structure, with each...

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Bibliographic Details
Main Authors: Andreas Galka, Sidratul Moontaha, Michael Siniatchkin
Format: Article
Language:English
Published: SpringerOpen 2020-05-01
Series:EURASIP Journal on Advances in Signal Processing
Subjects:
Online Access:http://link.springer.com/article/10.1186/s13634-020-00678-3