Stable and Efficient Cubature-based Filtering in Dynamical Systems - Hardcover

Ballreich, Dominik

 
9783319621296: Stable and Efficient Cubature-based Filtering in Dynamical Systems

Inhaltsangabe

The book addresses the problem of calculation of d-dimensional integrals (conditional expectations) in filter problems. It develops new methods of deterministic numerical integration, which can be used to speed up and stabilize filter algorithms. With the help of these methods, better estimates and predictions of latent variables are made possible in the fields of economics, engineering and physics. The resulting procedures are tested within four detailed simulation studies.

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Über die Autorin bzw. den Autor

Dominik Ballreich is a research assistant at the Chair for Applied Statistics and Methods of Empirical Social Research at the University of Hagen. His research interests lie in the fields of recursive Bayesian estimation, numerical integration and heuristic optimization.

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The book addresses the problem of calculation of d-dimensional integrals (conditional expectations) in filter problems. It develops new methods of deterministic numerical integration, which can be used to speed up and stabilize filter algorithms. With the help of these methods, better estimates and predictions of latent variables are made possible in the fields of economics, engineering and physics. The resulting procedures are tested within four detailed simulation studies.

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Weitere beliebte Ausgaben desselben Titels

9783319872391: Stable and Efficient Cubature-based Filtering in Dynamical Systems

Vorgestellte Ausgabe

ISBN 10:  3319872397 ISBN 13:  9783319872391
Verlag: Springer, 2018
Softcover