Expectation asymptotic for the analysis-to-synthesis operator-norm ratio
Expectation asymptotic for the analysis-to-synthesis operator-norm ratio
Let be a random matrix in with independently and identically normally distributed entries, and let be the synthesis operator appearing in the formulation above. Under these conditions, consider the ratio . Expectation for the ratio The expectation satisfies
This is proposed as a tighter asymptotic bound than the preceding lower bound, and numerical experiments suggest that the bound is tight. The source does not establish the conjecture analytically, so its status remains open.
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Primary source
Hamza Cherkaoui, Jeremias Sulam and Thomas Moreau, “Learning to solve TV regularized problems with unrolled algorithms”, arXiv:2010.09545 (2020).
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