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Exponential decay of scattering coefficients

机译:散射系数的指数衰减

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摘要

The scattering transform is a deep representation, defined as a cascade of wavelet transforms followed by the application of a complex modulus. In her PhD, the author showed that, under some conditions on the wavelets, the norm of the scattering coefficients at a given layer only depends on the values of the signal outside a frequency band whose size is exponential in the depth of the layer. We give here a succinct presentation of this result, and slightly generalize it by removing one of the assumptions on the wavelets (namely the weak analyticity condition).
机译:散射变换是一个深度表示,定义为小波变换的级联,然后应用复杂模量。在她的PHD中,作者表明,在小波上的某些条件下,给定层的散射系数的标准仅取决于其大小在层的深度中的频带之外的信号的值。我们在这里提供了这个结果的简洁呈现,并通过去除小波上的一个假设来略微概括它(即弱分析条件)。

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