دانلود کتاب Hidden Markov models and dynamical systems

Name: Hidden Markov models and dynamical systems
Availability: InStock
Author: Andrew M. Fraser
ISBN: 9780898716658, 0898716659

by Andrew M. Fraser

عنوان فارسی: مدل مخفی مارکوف و سیستم های دینامیکی
ناشر: Society for Industrial and Applied Mathematics
سال: 2008
ویرایش: 1
زبان: انگلیسی
تعداد صفحه (نسخه چاپی - نسخه الکترونیکی): 144-144
شابک: 9780898716658, 0898716659
نوع فایل: PDF دانلود نرم افزار مطالعه
حجم: 3.00 مگابایت

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جزییات کتاب

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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