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Stable and Efficient Cubature-based Filtering in Dynamical Systems

Stable and Efficient Cubature-based Filtering in Dynamical Systems
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Field name Details
Dewey Class 330.015195
Title Stable and Efficient Cubature-based Filtering in Dynamical Systems ([EBook]) / by Dominik Ballreich.
Author Ballreich, Dominik
Other name(s) SpringerLink (Online service)
Publication Cham : Springer International Publishing , 2017.
Physical Details XVII, 160 pages: 19 illus., 14 illus. in color. : online resource.
ISBN 9783319621302
Summary Note 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.:
Contents note Introduction -- Filtering in Dynamical Systems -- Deterministic Numerical Integration -- Optimization and Stabilization of Cubature Rules -- Simulation Studies -- Results -- Appendices -- Index -- Bibliography.
System details note Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users)
Internet Site http://dx.doi.org/10.1007/978-3-319-62130-2
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