Blind Signal Processing: Theory and Practice

✍ Scribed by Xizhi Shi (auth.)

• Publisher: Springer-Verlag Berlin Heidelberg
• Year: 2011
• Tongue: English
• Leaves: 381
• Edition: 1
• Category: Library

✦ Synopsis

"Blind Signal Processing: Theory and Practice" not only introduces related fundamental mathematics, but also reflects the numerous advances in the field, such as probability density estimation-based processing algorithms, underdetermined models, complex value methods, uncertainty of order in the separation of convolutive mixtures in frequency domains, and feature extraction using Independent Component Analysis (ICA). At the end of the book, results from a study conducted at Shanghai Jiao Tong University in the areas of speech signal processing, underwater signals, image feature extraction, data compression, and the like are discussed.

This book will be of particular interest to advanced undergraduate students, graduate students, university instructors and research scientists in related disciplines. Xizhi Shi is a Professor at Shanghai Jiao Tong University.

✦ Table of Contents

Front Matter....Pages i-xiv
Introduction....Pages 1-26
Mathematical Description of Blind Signal Processing....Pages 27-59
Independent Component Analysis....Pages 60-83
Nonlinear PCA & Feature Extraction....Pages 84-96
Nonlinear ICA....Pages 97-112
Convolutive Mixtures and Blind Deconvolution....Pages 113-131
Blind Processing Algorithm Based on Probability Density Estimation....Pages 132-174
Joint Approximate Diagonalization Method....Pages 175-204
Extension of Blind Signal Processing....Pages 205-300
Data Analysis and Application Study....Pages 301-366
Back Matter....Pages 367-368

✦ Subjects

Signal, Image and Speech Processing; Information and Communication, Circuits; Communications Engineering, Networks; Image Processing and Computer Vision