Blind Signal Processing Theory and Practice /

• Main Author: Shi, Xizhi (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg : Imprint: Springer, 2011.
• Subjects: Engineering.; Image processing.; Information theory.; Electrical engineering.; Signal, Image and Speech Processing.; Information and Communication, Circuits.; Communications Engineering, Networks.; Image Processing and Computer Vision.

"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...

Table of Contents:

• 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.