Chua A, Hirn M, Little A. On Generalizations of the Nonwindowed Scattering Transform.
APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS 2024;
68:101597. [PMID:
37810532 PMCID:
PMC10552568 DOI:
10.1016/j.acha.2023.101597]
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Abstract
In this paper, we generalize finite depth wavelet scattering transforms, which we formulate as L q ( 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 ∈ SO ( n ) and an operator that is equivariant to the action of rotations of R ∈ SO ( n ) .
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