دانلود کتاب Inference in hidden Markov models

Name: Inference in hidden Markov models
Availability: InStock
Author: Cappé, Olivier
ISBN: 0387402640,9780387402642

by Cappé, Olivier, Moulines, Eric, Rydén, Tobias

عنوان فارسی: استنتاج در مدل های پنهان مارکوف
ناشر: Springer
سال: 2005
زبان: انگلیسی
تعداد صفحه (نسخه چاپی - نسخه الکترونیکی): 652-668
شابک: 0387402640,9780387402642
نوع فایل: PDF دانلود نرم افزار مطالعه
حجم: 4.58 مگابایت

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جزییات کتاب

This book is a comprehensive treatment of inference for hidden Markov models, including both algorithms and statistical theory. Topics range from filtering and smoothing of the hidden Markov chain to parameter estimation, Bayesian methods and estimation of the number of states. In a unified way the book covers both models with finite state spaces and models with continuous state spaces (also called state-space models) requiring approximate simulation-based algorithms that are also described in detail. Many examples illustrate the algorithms and theory. This book builds on recent developments to present a self-contained view.