Blind signal processing: theory and practice

by Shi, Xizhi

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Title Statements

Full title :Blind signal processing : theory and practice / Xizhi Shi.

Summary

"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

Edition Statements

Publication Date:©2011.

Publication Statements

Publisher(s):Shanghai Jiao Tong University Press, Springer
Place of Publication:Shanghai
Language:eng
Publication Date:©2011.

The Physical Object

Description:1 online resource (xiv, 368 pages)

Edition Identifiers

ISBN:9783642113475, 3642113478
oclc:ocn771921036
LC Classification:TK5102.9
Dewey Decimal:621.382/2

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.

Subjects

beeldverwerking Blind source separation Communicatie communication Communications Engineering, Networks engineering Engineering (General) Image processing Image Processing and Computer Vision informatie Information Information and Communication, Circuits Ingénierie machine vision Séparation aveugle de sources (Traiteme… Signal processing -- Digital techniques Signal, Image and Speech Processing Speech spraak Techniek (algemeen)