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arXiv 2209.05038math.FAmath.CA
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关于非窗口散射变换的推广

On Generalizations of the Nonwindowed Scattering Transform

Albert Chua, Matthew Hirn, Anna Little

AI总结:

本文推广了有限深度小波散射变换,证明了其算子的良定义性与 Lipschitz 连续性,并构造了对旋转作用不变与等变的新算子。

摘要:

本文推广了有限深度小波散射变换,将其表述为连续小波变换(或二进小波变换)与收缩非线性级联的 $\Lb^q(\mathbb{R}^n)$ 范数。随后,我们给出了这些算子的范数,证明其是良定义的,且在特定情形下对 $C^2$ 微分同胚的作用是 Lipschitz 连续的。最后,我们扩展结果,构造了一个对旋转 $R \in \text{SO}(n)$ 作用不变的算子,以及一个对旋转 $R \in \text{SO}(n)$ 作用等变的算子。

英文摘要:

In this paper, we generalize finite depth wavelet scattering transforms, which we formulate as $\Lb^q(\mathbb{R}^n)$ norms of a cascade of continuous wavelet transforms (or dyadic wavelet transforms) and contractive nonlinearities. We then provide norms for these operators, prove that these operators are well-defined, and are Lipschitz continuous to the action of $C^2$ diffeomorphisms in specific cases. Lastly, we extend our results to formulate an operator invariant to the action of rotations $R \in \text{SO}(n)$ and an operator that is equivariant to the action of rotations of $R \in \text{SO}(n)$.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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