Wavelet Packets and Their Statistical Applications

£89.99

Wavelet Packets and Their Statistical Applications

Functional analysis and transforms Numerical analysis Probability and statistics Applied mathematics Electronics engineering Digital signal processing (DSP)

Authors: Khalil Ahmad, Abdullah

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Collection: Forum for Interdisciplinary Mathematics

Language: English

Published by: Springer

Published on: 21st June 2018

Format: LCP-protected ePub

Size: 4 Mb

ISBN: 9789811302688


Introduction

This book presents the basic concepts of functional analysis, wavelet analysis and thresholding. It begins with an elementary chapter on preliminaries such as basic concepts of functional analysis, a brief tour of the wavelet transform, Haar scaling functions and function space, wavelets, symlets wavelets and coiflets wavelets.

Chapters 2 and 3

In turn, Chapters 2 and 3 address the construction of wavelet packets, selected results on wavelet packets, band-limited wavelet packets, characterisations of wavelet packets, multiresolution analysis (MRA) wavelet packets, pointwise convergence, the convergence of wavelet packet series and convolution bounds.

Chapter 4

Chapter 4 discusses characterisations of function spaces like Lebesgue spaces, Hardy spaces and Sobolev spaces in terms of wavelet packets, while Chapter 5 is devoted to applications of wavelets and wavelet packets in speech denoising and biomedical signals.

Chapter 6

In closing, Chapter 6 highlights applications of wavelets and wavelet packets in image denoising.

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