Algorithms and Programs of Dynamic Mixture Estimation

Name: Algorithms and Programs of Dynamic Mixture Estimation
Brand: Springer International Publishing AG
SKU: 9783319646701
Price: 297.1 RON
Availability: InStock

Unified Approach to Different Types of Components

Autor: Ivan Nagy, Evgenia Suzdaleva

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Editura: Springer International Publishing AG

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This book provides a general theoretical background for constructing the recursive Bayesian estimati...

Informații despre carte

Autor

Ivan Nagy, Evgenia Suzdaleva

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2017

Pagini

113

EAN

9783319646701

ISBN

3319646702

Enbook ID

16608841

Editura

Springer International Publishing AG

Greutate

2058

Dimensiuni

155 x 235 x 10

Descriere completă

This book provides a general theoretical background for constructing the recursive Bayesian estimation algorithms for mixture models. It collects the recursive algorithms for estimating dynamic mixtures of various distributions and brings them in the unified form, providing a scheme for constructing the estimation algorithm for a mixture of components modeled by distributions with reproducible statistics. It offers the recursive estimation of dynamic mixtures, which are free of iterative processes and close to analytical solutions as much as possible. In addition, these methods can be used online and simultaneously perform learning, which improves their efficiency during estimation. The book includes detailed program codes for solving the presented theoretical tasks. Codes are implemented in the open source platform for engineering computations. The program codes given serve to illustrate the theory and demonstrate the work of the included algorithms.

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Algorithms and Programs of Dynamic Mixture Estimation

Unified Approach to Different Types of Components

Informații despre carte

Descriere completă

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