The Wavelet Compressibility of Compound Poisson Processes

IEEE Transactions on Information Theory(2022)

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摘要
In this paper, we precisely quantify the wavelet compressibility of compound Poisson processes. To that end, we expand the given random process over the Haar wavelet basis and we analyse its asymptotic approximation properties. By only considering the nonzero wavelet coefficients up to a given scale, what we call the greedy approximation, we exploit the extreme sparsity of the wavelet expansion th...
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关键词
Compounds,White noise,Biological system modeling,Approximation error,Signal representation,Signal processing,Mathematical models
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