:Data Compression, Spectral Methods, Fourier Analysis, Wavelets, and Applications
First Statement of Responsibility
/ by Charles K. Chui, Qingtang Jiang
.PUBLICATION, DISTRIBUTION, ETC
Place of Publication, Distribution, etc.
Paris
Name of Publisher, Distributor, etc.
: Atlantis Press :Imprint: Atlantis Press,
Date of Publication, Distribution, etc.
, 2013.
PHYSICAL DESCRIPTION
Specific Material Designation and Extent of Item
XXII, 551 p. 63 illus., 36 illus. in color., online resource.
SERIES
Series Title
(Mathematics Textbooks for Science and Engineering
Volume Designation
; 2)
NOTES PERTAINING TO PUBLICATION, DISTRIBUTION, ETC.
Text of Note
Electronic
CONTENTS NOTE
Text of Note
This textbook, apart from introducing the basic aspects of applied mathematics, focuses on recent topics such as information data manipulation, information coding, data approximation, data dimensionality reduction, data compression, time-frequency and time scale bases, image manipulation, and image noise removal. The methods treated in more detail include spectral representation and 'frequency' of the data, providing valuable information for, e.g. data compression and noise removal. Furthermore, a special emphasis is also put on the concept of 'wavelets' in connection with the 'multi-scale' structure of data-sets. The presentation of the book is elementary and easily accessible, requiring only some knowledge of elementary linear algebra and calculus. All important concepts are illustrated with examples, and each section contains between 10 an 25 exercises. A teaching guide, depending on the level and discipline of instructions is included for classroom teaching and self-study.
Text of Note
Linear Spaces -- Linerar Analysis -- Spectral Methods and Applications -- Frequency-Domain Methods -- Data Compression -- Fourier Series -- Fourier Time-Frequency Methods -- Wavelet Transform and Filter Banks -- Compactly Supported Wavelets -- Wavelet Analysis.?╗╣