Rademacher matrix norm conjecture

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Let (aij)i,j≤n(a_{ij})_{i,j\leq n} be real coefficients, and let (εij)1≤i,j≤n(\varepsilon_{ij})_{1\leq i,j\leq n} be independent symmetric random variables taking values in {−1,1}\{-1,1\}. For a random matrix, write ∥⋅∥\|\cdot\| for its operator norm, and let ∥S∥p=(E∣S∣p)1/p\|S\|_p=({\mathbb E}|S|^p)^{1/p}.

Rademacher matrix norm conjecture. We have

E∥(aijεij)i,j≤n∥∼max⁡1≤i≤n(∑j=1naij2)1/2+max⁡1≤j≤n(∑i=1naij2)1/2=+max⁡1≤k≤nmin⁡I⊂[n],∣I∣≤ksup⁡∥s∥2,∥t∥2≤1∥∑i,j∉Iaijεijsitj∥log⁡(k+1).\begin{aligned} {\mathbb E}\|(a_{ij}\varepsilon_{ij})_{i,j\leq n}\| &\sim \max_{1\leq i\leq n}\left(\sum_{j=1}^n a_{ij}^2\right)^{1/2}+\max_{1\leq j\leq n}\left(\sum_{i=1}^n a_{ij}^2\right)^{1/2} \\ &\phantom{=} +\max_{1\leq k\leq n}\min_{I\subset [n],|I|\leq k} \sup_{\|s\|_2,\|t\|_2\leq 1}\left\|\sum_{i,j\notin I}a_{ij}\varepsilon_{ij}s_it_j\right\|_{\log (k+1)}. \end{aligned}

This conjecture seeks a matching upper bound for the proved lower bound on the expected operator norm of a Rademacher matrix; the paper presents it as an open problem.

References

Primary source

Rafał Latała and Witold Świątkowski, “Norms of Randomized Circulant Matrices”, arXiv:2106.03139 (2022).

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