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Overview For over a decade now, wavelets have been and continue to
be an evolving subject of intense interest. Their allure in signal
processing is due to many factors, not the least of which is that
they offer an intuitively satisfying view of signals as being
composed of little pieces of wa'ues. Making this concept
mathematically precise has resulted in a deep and sophisticated
wavelet theory that has seemingly limitless applications. This book
and its supplementary hands-on electronic: component are meant to
appeal to both students and professionals. Mathematics and en
gineering students at the undergraduate and graduate levels will
benefit greatly from the introductory treatment of the subject.
Professionals and advanced students will find the overcomplete
approach to signal represen tation and processing of great value.
In all cases the electronic component of the proposed work greatly
enhances its appeal by providing interactive numerical
illustrations. A main goal is to provide a bridge between the
theory and practice of wavelet-based signal processing. Intended to
give the reader a balanced look at the subject, this book
emphasizes both theoretical and practical issues of wavelet
processing. A great deal of exposition is given in the beginning
chapters and is meant to give the reader a firm understanding of
the basics of the discrete and continuous wavelet transforms and
their relationship. Later chapters promote the idea that
overcomplete systems of wavelets are a rich and largely unexplored
area that have demonstrable benefits to offer in many
applications."
Overview For over a decade now, wavelets have been and continue to
be an evolving subject of intense interest. Their allure in signal
processing is due to many factors, not the least of which is that
they offer an intuitively satisfying view of signals as being
composed of little pieces of wa'ues. Making this concept
mathematically precise has resulted in a deep and sophisticated
wavelet theory that has seemingly limitless applications. This book
and its supplementary hands-on electronic: component are meant to
appeal to both students and professionals. Mathematics and en
gineering students at the undergraduate and graduate levels will
benefit greatly from the introductory treatment of the subject.
Professionals and advanced students will find the overcomplete
approach to signal represen tation and processing of great value.
In all cases the electronic component of the proposed work greatly
enhances its appeal by providing interactive numerical
illustrations. A main goal is to provide a bridge between the
theory and practice of wavelet-based signal processing. Intended to
give the reader a balanced look at the subject, this book
emphasizes both theoretical and practical issues of wavelet
processing. A great deal of exposition is given in the beginning
chapters and is meant to give the reader a firm understanding of
the basics of the discrete and continuous wavelet transforms and
their relationship. Later chapters promote the idea that
overcomplete systems of wavelets are a rich and largely unexplored
area that have demonstrable benefits to offer in many
applications."
This unique resource examines the conceptual, computational, and
practical aspects of applied signal processing using wavelets. With
this book, readers will understand and be able to use the power and
utility of new wavelet methods in science and engineering problems
and analysis. The text is written in a clear, accessible style
avoiding unnecessary abstractions and details. From a computational
perspective, wavelet signal processing algorithms are presented and
applied to signal compression, noise suppression, and signal
identification. Numerical illustrations of these computational
techniques are further provided with interactive software (MATLAB
code) that is available on the World Wide Web. Topics and Features
Continuous wavelet and Gabor transforms Frame-based theory of
discretization and reconstruction of analog signals is developed
New and efficient "overcomplete" wavelet transform is introduced
and applied Numerical illustrations with an object-oriented
computational perspective using the Wavelet Signal Processing
Workstation (MATLAB code) available This book is an excellent
resource for information and computational tools needed to use
wavelets in many types of signal processing problems. Graduates,
professionals, and practitioners in engineering, computer science,
geophysics, and applied mathematics will benefit from using the
book and software tools. The present, softcover reprint is designed
to make this classic textbook available to a wider audience. A
self-contained text that is theoretically rigorous while
maintaining contact with interesting applications. A particularly
noteworthy topic...is a class of 'overcomplete wavelets'. These
functions are not orthonormal and they lead to many useful results.
-Journal of Mathematical Psychology
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