小波分析作为一种信息处理技术

Hélio M. de Oliveira, D. F. D. Souza
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引用次数: 5

摘要

对小波分析提出了一种新的解释,它可以看作是一种信息处理技术。最近有人提出,每个基本小波都可以与适当的概率密度相关联,从而可以定义小波的熵。现在引入信号之间的小波互信息和分析小波的概念,满足了小波信息论的基础。同时考虑了连续和离散时间信号。最后,我们展示了如何利用非齐次小波展开来计算多分辨率分析所提供的信息。重点介绍了WIT背后的思想。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Wavelet analysis as an information processing technique
A new interpretation for the wavelet analysis is reported, which can is viewed as an information processing technique. It was recently proposed that every basic wavelet could be associated with a proper probability density, allowing defining the entropy of a wavelet. Introducing now the concept of wavelet mutual information between a signal and an analysing wavelet fulfils the foundations of a wavelet information theory (WIT). Both continuous and discrete time signals are considered. Finally, we showed how to compute the information provided by a multiresolution analysis by means of the inhomogeneous wavelet expansion. Highlighting ideas behind the WIT are presented.
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