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Uncertainty Principles for Finite Abelian Groups PDF

66 Pages·2007·0.65 MB·English
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TheDonoho-StarkUncertaintyPrinciple AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder Uncertainty Principles for Finite Abelian Groups Matthew J. Hirn NorbertWienerCenter UniversityofMaryland September 20, 2007 MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups TheDonoho-StarkUncertaintyPrinciple AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder Outline 1 The Donoho-Stark Uncertainty Principle Theory Generalization to Finite Abelian Groups Limiting Examples 2 An Uncertainty Principle for Cyclic Groups of Prime Order Theory Consequences MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups Theory TheDonoho-StarkUncertaintyPrinciple GeneralizationtoFiniteAbelianGroups AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder LimitingExamples Outline 1 The Donoho-Stark Uncertainty Principle Theory Generalization to Finite Abelian Groups Limiting Examples 2 An Uncertainty Principle for Cyclic Groups of Prime Order Theory Consequences MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups Theory TheDonoho-StarkUncertaintyPrinciple GeneralizationtoFiniteAbelianGroups AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder LimitingExamples The Fourier Transform on Z/NZ l2(Z/NZ) := {f : Z/NZ → C} Definition Let f ∈ l2(Z/NZ). The Fourier transform of f, denoted fˆ, is 1 X fˆ(ω) := √ f(t)e−2πiωt/N, ω ∈ Z/NZ N t∈Z/NZ MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups Theory TheDonoho-StarkUncertaintyPrinciple GeneralizationtoFiniteAbelianGroups AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder LimitingExamples The Donoho-Stark Uncertainty Principle supp(f) := {t ∈ Z/NZ : f(t) 6= 0} Let N = |supp(f)| and N = |supp(fˆ)| t ω Theorem (Donoho and Stark 1989) If f ∈ l2(Z/NZ) is a non-zero function, then N N ≥ N t ω √ N +N ≥ 2 N t ω MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups Theory TheDonoho-StarkUncertaintyPrinciple GeneralizationtoFiniteAbelianGroups AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder LimitingExamples Proof of D-S Uncertainty Principle Lemma If |supp(f)| = N , then fˆcannot have N consecutive zeroes. t t Proof of D-S Uncertainty Principle. Suppose N divides N t Partition Z/NZ into N/N intervals of length N t t By the lemma, each interval contains at least one element of supp(fˆ) Thus N ≥ N/N ω t Argument for when N does not divide N is similar t MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups Theory TheDonoho-StarkUncertaintyPrinciple GeneralizationtoFiniteAbelianGroups AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder LimitingExamples Proof of D-S Uncertainty Principle Lemma If |supp(f)| = N , then fˆcannot have N consecutive zeroes. t t Proof of D-S Uncertainty Principle. Suppose N divides N t Partition Z/NZ into N/N intervals of length N t t By the lemma, each interval contains at least one element of supp(fˆ) Thus N ≥ N/N ω t Argument for when N does not divide N is similar t MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups Theory TheDonoho-StarkUncertaintyPrinciple GeneralizationtoFiniteAbelianGroups AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder LimitingExamples Proof of D-S Uncertainty Principle Lemma If |supp(f)| = N , then fˆcannot have N consecutive zeroes. t t Proof of D-S Uncertainty Principle. Suppose N divides N t Partition Z/NZ into N/N intervals of length N t t By the lemma, each interval contains at least one element of supp(fˆ) Thus N ≥ N/N ω t Argument for when N does not divide N is similar t MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups Theory TheDonoho-StarkUncertaintyPrinciple GeneralizationtoFiniteAbelianGroups AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder LimitingExamples Proof of D-S Uncertainty Principle Lemma If |supp(f)| = N , then fˆcannot have N consecutive zeroes. t t Proof of D-S Uncertainty Principle. Suppose N divides N t Partition Z/NZ into N/N intervals of length N t t By the lemma, each interval contains at least one element of supp(fˆ) Thus N ≥ N/N ω t Argument for when N does not divide N is similar t MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups Theory TheDonoho-StarkUncertaintyPrinciple GeneralizationtoFiniteAbelianGroups AnUncertaintyPrincipleforCyclicGroupsofPrimeOrder LimitingExamples Proof of D-S Uncertainty Principle Lemma If |supp(f)| = N , then fˆcannot have N consecutive zeroes. t t Proof of D-S Uncertainty Principle. Suppose N divides N t Partition Z/NZ into N/N intervals of length N t t By the lemma, each interval contains at least one element of supp(fˆ) Thus N ≥ N/N ω t Argument for when N does not divide N is similar t MatthewJ.Hirn UncertaintyPrinciplesforFiniteAbelianGroups

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An Uncertainty Principle for Cyclic Groups of Prime Order. Uncertainty Principles for Finite . Application to Signal Recovery I. Let s ∈ l2(Z/NZ) be a
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