Blind Signal Processing: Theory and Practice

ISBN-13: 9783642113468 / Angielski / Twarda / 2011 / 368 str.

Xizhi Shi

Opis

"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.

Recenzje

From the reviews:

"The book includes a lot of concepts, definitions, theorems and experiments related to the interesting domain of blind source separation (BSS). ... the book would be used as a textbook for students and advanced researchers. The book provides an up-to-date reference list which includes Western and American authors and at the same time gives an overview of the Chinese papers in the domain of BSS. Numerous experimental results and graphics are of high use to the comprehension of the whole material." (Dumitru Stanomir, Zentralblatt MATH, Vol. 1243, 2012)

Spis treści

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.