Blind Signal Processing
Theory and Practice
(Sprache: Englisch)
This text introduces related fundamental mathematics in the field of blind signal processing and covers many advances. It includes results from a Shanghai Jiao Tong University study in speech signal processing, underwater signals, data compression and more.
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Produktinformationen zu „Blind Signal Processing “
This text introduces related fundamental mathematics in the field of blind signal processing and covers many advances. It includes results from a Shanghai Jiao Tong University study in speech signal processing, underwater signals, data compression and more.
Klappentext zu „Blind Signal Processing “
"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.
"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.
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.
Inhaltsverzeichnis zu „Blind Signal Processing “
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.
Bibliographische Angaben
- Autor: Xizhi Shi
- 2011, XIV, 368 Seiten, Maße: 16,9 x 24,3 cm, Gebunden, Englisch
- Verlag: Springer, Berlin
- ISBN-10: 364211346X
- ISBN-13: 9783642113468
Sprache:
Englisch
Pressezitat
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)
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