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2015 | OriginalPaper | Chapter

5. Discrete Time: MATLAB Programs

Authors : Kody Law, Andrew Stuart, Konstantinos Zygalakis

Published in: Data Assimilation

Publisher: Springer International Publishing

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Abstract

This chapter is dedicated to illustrating the examples, theory, and algorithms, as presented in the previous chapters, through a few short and easy-to-follow MATLAB programs. These programs are provided for two reasons: (i) For some readers, they will form the best route by which to appreciate the details of the examples, theory, and algorithms we describe; (ii) for other readers, they will be a useful starting point to develop their own codes. While ours are not necessarily the optimal implementations of the algorithms discussed in these notes, they have been structured to be simple to understand, to modify, and to extend. In particular, the code may be readily extended to solve problems more complex than those described in Examples 2.​12.​7, which we will use for most of our illustrations.

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Appendix
Available only for authorised users
Footnotes
1
In practice, one may often choose to collect certain statistics from the chain “on the fly” rather than saving every sample, particularly if the state space is high-dimensional and the memory required for each sample is large.
 
Metadata
Title
Discrete Time: MATLAB Programs
Authors
Kody Law
Andrew Stuart
Konstantinos Zygalakis
Copyright Year
2015
DOI
https://doi.org/10.1007/978-3-319-20325-6_5