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

Ballreich, Dominik

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

Inhaltsangabe

Develops new methods of deterministic numerical integration

Derives and describes state of the art filter algorithms

Presents methods of deterministic numerical integration

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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.

Von der hinteren Coverseite

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

Vorgestellte Ausgabe

ISBN 10:  3319621297 ISBN 13:  9783319621296
Verlag: Springer, 2017
Hardcover