Hidden Markov Models and Dynamical Systems

Name: Hidden Markov Models and Dynamical Systems
Brand: Society for Industrial & Applied Mathematics,U.S.
SKU: 9780898716658
Price: 393.46 RON
Availability: InStock

Autor: Andrew M. Fraser

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Legare: Carte broșată

Editura: Society for Industrial & Applied Mathematics,U.S.

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393.46 lei

This text provides an introduction to hidden Markov models (HMMs) for the dynamical systems communit...

Informații despre carte

Autor

Andrew M. Fraser

Limbă

engleză

Legare

Carte - Carte broșată

Publicat

2008

Pagini

144

EAN

9780898716658

ISBN

0898716659

Enbook ID

02050223

Editura

Society for Industrial & Applied Mathematics,U.S.

Greutate

Dimensiuni

144 x 253 x 10

Descriere completă

This text provides an introduction to hidden Markov models (HMMs) for the dynamical systems community. It is a valuable text for third or fourth year undergraduates studying engineering, mathematics, or science that includes work in probability, linear algebra and differential equations. The book presents algorithms for using HMMs, and it explains the derivation of those algorithms. It presents Kalman filtering as the extension to a continuous state space of a basic HMM algorithm. The book concludes with an application to biomedical signals. This text is distinctive for providing essential introductory material as well as presenting enough of the theory behind the basic algorithms so that the reader can use it as a guide to developing their own variants.

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Hidden Markov Models and Dynamical Systems

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