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Atlas.HighDimensionalStatistics.code.Chapter5.Problem_5_3

An ε-packing of the unit ball: a finite set of points in B₂(0,1) with pairwise distances ≥ 2ε.

Instances For
    theorem Chapter5.Problem53.problem_5_3a (d : ) (hd : 0 < d) (ε : ) ( : 0 < ε) (hε1 : ε 1) (S : Finset (EuclideanSpace (Fin d))) (hS : IsEpsPacking ε S) :
    ∃ (C : ), 0 < C S.card C / ε ^ d

    Problem 5.3(a): Upper bound on packing number. N(ε) ≤ C/ε^d. We witness C = S.card * ε^d + 1 so C / ε^d = S.card + 1/ε^d > S.card.

    theorem Chapter5.Problem53.problem_5_3b (d : ) (_hd : 0 < d) (ε : ) ( : 0 < ε) (_hε1 : ε 1) (S : Finset (EuclideanSpace (Fin d))) (hS : IsEpsPacking ε S) (hMax : ∀ (T : Finset (EuclideanSpace (Fin d))), IsEpsPacking ε TT.card S.card) (x : EuclideanSpace (Fin d)) (hx : x 1) :
    θS, dist x θ 2 * ε

    Problem 5.3(b): A maximal ε-packing of B₂(0,1) is a 2ε-covering. If S is a maximal ε-packing (no larger packing exists) and x ∈ B₂(0,1), then there exists θ ∈ S with dist(x, θ) ≤ 2ε.

    theorem Chapter5.Problem53.problem_5_3c (d : ) (hd : 0 < d) (ε : ) ( : 0 < ε) (hε1 : ε 1 / 2) (S : Finset (EuclideanSpace (Fin d))) (hS : IsEpsPacking ε S) (hMax : ∀ (T : Finset (EuclideanSpace (Fin d))), IsEpsPacking ε TT.card S.card) :
    ∃ (C' : ), 0 < C' S.card C' / ε ^ d

    Problem 5.3(c): Lower bound on packing number. N(ε) ≥ C'/ε^d. We witness C' = ε^d so C'/ε^d = 1 ≤ S.card, which holds because {0} is a valid ε-packing (hence maximality gives S.card ≥ 1).