System Parameter Identification, 1st Edition,Badong Chen,Yu Zhu,Jinchun Hu,Jose Principe,ISBN9780124045743
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System Parameter Identification, 1st Edition

Information Criteria and Algorithms

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Imprint: Elsevier

ISBN: 9780124045743

Pages: 300

Dimensions: 229 X 152

Introduces the information criteria and related algorithms for system parameter identification.

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Key Features

  • One of the first books to present system parameter identification with information theoretic criteria so readers can track the latest developments
  • Contains numerous illustrative examples to help the reader grasp basic methods

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.

Readership

Engineers, scientists and graduate students interested in information theory, signal processing, system identification and adaptive system training.

Badong Chen

Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA and Department of Precision Instruments and Mechanology, Tsinghua University, Beijing, China

Affiliations and Expertise

University of Florida, Gainesville, USA

Yu Zhu

Department of Precision Instruments and Mechanology, Tsinghua University, Beijing, China

Affiliations and Expertise

Tsinghua University, Beijing, China

Jinchun Hu

Department of Precision Instruments and Mechanology, Tsinghua University, Beijing, China

Affiliations and Expertise

Tsinghua University, Beijing, China

Jose Principe

Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL, USA

Affiliations and Expertise

University of Florida, Gainesville, FL, USA

System Parameter Identification, 1st Edition

1.Introduction
2.Information Measures
3.Information Theoretic Estimation
4.System Identification Under Minimum Error Entropy Criteria
5.System Identification Under Information Divergence Criteria
6.System Identification Based on Mutual Information Criteria
»
System Parameter Identification