Inference in Hidden Markov Models pdf epub mobi txt 電子書下載2025

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出版者:Springer Verlag

作者:Cappe, Olivier/ Moulines, Eric

出品人:

頁數:676

译者:

出版時間:2005-8

價格:$ 190.97

裝幀:HRD

isbn號碼:9780387402642

叢書系列:

圖書標籤:

Statistics
Mathematics
統計
工具教程
statistics
MachineLearning
Finance
DataScience

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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.