Blind Signal Processing [electronic resource] : Theory and Practice /
Shi, Xizhi.author.
"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.
Description based upon print version of record.
Includes bibliographical references and index.
Chapter 1. Introduction -- Chapter 2. Mathematical Description of Blind Signal Processing -- Chapter 3. Independent Component Analysis (ICA) -- Chapter 4. Non-Linear Principal Component Analysis (PCA) and Feature Extraction -- Chapter 5. Non-Linear ICA -- Chapter 6. Convolutive Mixture and Blind Deconvolution -- Chapter 7. Probability Density Estimation Based Blind Processing Algorithm -- Chapter 8. Joint Approximate Diagonalization method - Features in Frequency Domain and Time Domain -- Chapter 9. Extension of Blind Signal Processing -- Chapter 10.Data Analysis and Application Study.
"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.
Signal processing.
Image processing.
Speech processing systems.
Information theory.
Electrical engineering.
Optical data processing.
Signal, Image and Speech Processing.
Information and Communication, Circuits.
Communications Engineering, Networks.
Image Processing and Computer Vision.