System Parameter Identification: Information Criteria and Algorithms (Elsevier Insights")

Chen, Badong/ Zhu, Yu/ Hu, Jinchun

Elsevier（2013/08発売）

• 製本 Hardcover:ハードカバー版／ページ数 266 p.
• 言語 ENG
• 商品コード 9780124045743
• DDC分類 629.831

基本説明

Presents a systematic framework for system identification from an information theory point of view.

Full Description

Recently, criterion functions based on information theoretic measures (entropy, mutual information, information divergence) have attracted attention and become an emerging area of study in signal processing and system identification domain. This book presents a systematic framework for system identification and information processing, investigating system identification from an information theory point of view. The book is divided into six chapters, which cover the information needed to understand the theory and application of system parameter identification. The authors' research provides a base for the book, but it incorporates the results from the latest international research publications.

Contents

1.Introduction2.Information Measures3.Information Theoretic Estimation4.System Identification Under Minimum Error Entropy Criteria5.System Identification Under Information Divergence Criteria6.System Identification Based on Mutual Information Criteria