Legendre-symbol construction conjecture for optimal restricted isometry matrices

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Fix δ>0\delta>0. Let KK, MM, and NN be positive parameters, and let Φ\Phi be the M×NM\times N matrix defined entrywise using the Legendre symbol modulo a prime pp by

Φ[m,n]:=1M(M(n−1)+mp).\Phi[m,n]:=\frac{1}{\sqrt{M}}\bigg(\frac{M(n-1)+m}{p}\bigg).

Legendre-symbol RIP conjecture. There exists a universal constant CC such that for every δ>0\delta>0, there exist N0>0N_0>0 and P0(N)=O(2poly⁡(N))P_0(N)=O(2^{\operatorname{poly}(N)}) such that, whenever

M≥(C/δ2)Klog⁡(N/K),N≥N0,M\geq(C/\delta^2)K\log(N/K), \qquad N\geq N_0,

and p≥P0p\geq P_0 is prime, the matrix Φ\Phi satisfies the (2K,δ)(2K,\delta)-restricted isometry property.

This conjecture would give the optimal measurement scaling M=Oδ(Klog⁡(N/K))M=O_\delta(K\log(N/K)), improving the paper's bound, which scales like Klog⁡2Klog⁡NK\log^2K\log N. It is presented as a possible strengthening of the Legendre-symbol construction and remains open in the supplied text.

References

Primary source

Afonso S. Bandeira, Matthew Fickus, Dustin G. Mixon and Joel Moreira, “Derandomizing restricted isometries via the Legendre symbol”, arXiv:1406.4089 (2014).

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