EXPLICIT CONSTRUCTIONS OF RIP MATRICES AND RELATED PROBLEMS

被引:167
作者
Bourgain, Jean [1 ]
Dilworth, Stephen [2 ]
Ford, Kevin [3 ]
Konyagin, Sergei [4 ]
Kutzarova, Denka [5 ]
机构
[1] Inst Adv Study, Sch Math, Princeton, NJ 08540 USA
[2] Univ S Carolina, Dept Math, Columbia, SC 29208 USA
[3] Univ Illinois, Dept Math, Urbana, IL 61801 USA
[4] VA Steklov Math Inst, Moscow 119991, Russia
[5] Bulgarian Acad Sci, Inst Math, Sofia, Bulgaria
基金
美国国家科学基金会;
关键词
RESTRICTED ISOMETRY PROPERTY; SIGNAL RECOVERY; RECONSTRUCTION; FOURIER;
D O I
10.1215/00127094-1384809
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
We give a new explicit construction of n x N matrices satisfying the Restricted Isometry Property (RIP). Namely, for some epsilon > 0, large N, and any n satisfying N1-epsilon <= n <= N, we construct RIP matrices of order k >= (1/2+epsilon) n and constant delta = n(-epsilon). This overcomes the natural harrier k = O(n(1/2)) for proofs based on small coherence, which are used in all previous explicit constructions of RIP matrices. Key ingredients in our proof are new estimates for sumsets in product sets and for exponential sums with the products of sets possessing special additive structure. We also give a construction of sets of n complex numbers whose kth moments are uniformly small for 1 <= k <= N (Turan's power sum problem), which improves upon known explicit constructions when (log N)(1+o(1)) <= n <= (log N)(4+o(1)). This latter construction produces elementary explicit examples of n x N matrices that satisy the RIP and whose columns constitute a new spherical code; for those problems the parameters closely match those of existing constructions in the range (log N)(1+o(1)) <= n <= (log N)(5/2+o(1)).
引用
收藏
页码:145 / 185
页数:41
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