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A wavelet tour of signal processing = the Sparse way /

紀錄類型:	書目-電子資源 : 單行本
正題名/作者:	A wavelet tour of signal processing/ Stephane Mallat.
其他題名:	the Sparse way /
作者:	Mallat, S. G.
出版者:	Amsterdam ;Elsevier /Academic Press, : c2009.,
面頁冊數:	xx, 805 p. :ill. ; : 25 cm.;
標題:	Signal processing - Mathematics. -
電子資源:	An electronic book accessible through the World Wide Web; click for information
ISBN:	9780123743701

A wavelet tour of signal processing = the Sparse way /
Mallat, S. G.

A wavelet tour of signal processingthe Sparse way /[electronic resource] :Stephane Mallat. - Sparse ed. - Amsterdam ;Elsevier /Academic Press,c2009. - xx, 805 p. :ill. ;25 cm.

Includes bibliographical references (p. 765-793) and index.

Sparse representations -- Fourier kingdom -- Discrete revolution -- Time meets frequency -- Frames -- Wavelet zoom -- Wavelet bases -- Wavelet packet and local cosine bases -- Approximations in bases -- Compression -- Denoising -- Sparsity in redundant dictionaries -- Inverse problems -- Mathematical complements -- Bibliography -- Index.

The new edition of this classic book gives all the major concepts, techniques and applications of sparse representation, reflecting the key role the subject plays in today's signal processing. The book clearly presents the standard representations with Fourier, wavelet and time-frequency transforms, and the construction of orthogonal bases with fast algorithms. The central concept of sparsity is explained and applied to signal compression, noise reduction, and inverse problems, while coverage is given to sparse representations in redundant dictionaries, super-resolution and compressive sensing applications. Features: Balances presentation of the mathematics with applications to signal processing. Algorithms and numerical examples are implemented in WaveLab, a MATLAB toolbox. Companion website for instructors and selected solutions and code available for students. New in this edition: Sparse signal representations in dictionaries. Compressive sensing, super-resolution and source separation. Geometric image processing with curvelets and bandlets. Wavelets for computer graphics with lifting on surfaces. Time-frequency audio processing and denoising. Image compression with JPEG-2000. New and updated exercises. A Wavelet Tour of Signal Processing: The Sparse Way, third edition, is an invaluable resource for researchers and R&D engineers wishing to apply the theory in fields such as image processing, video processing and compression, bio-sensing, medical imaging, machine vision and communications engineering.

Electronic reproduction.
Amsterdam :
Elsevier Science & Technology,
2009.

Mode of access: World Wide Web.

ISBN: 9780123743701

Source: 152810:152965Elsevier Science & Technologyhttp://www.sciencedirect.comSubjects--Topical Terms:

121271
Signal processing
--Mathematics.Index Terms--Genre/Form:

96803
Electronic books.

LC Class. No.: TK5102.9 / .M34 2009

Dewey Class. No.: 621.382/2 22

A wavelet tour of signal processing = the Sparse way /
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