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Gruber P. Convex and Discrete Geometry

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(7) � (x, y) : x ∈ K, 0 ≤ y ≤ min{�x<br />

− s�<br />

s∈Sk<br />

α } � ⊆ E d+1<br />

33 Optimum Quantization 487<br />

over the cube K with k valleys. Here Sk is a minimizing configuration in K , consisting<br />

of k points. Each of the l d affinities<br />

x1 → x1 + a1<br />

l<br />

,...,xd → xd + ad<br />

l<br />

a1,...,ad ∈{0, 1,...,l − 1}<br />

, y → y<br />

,<br />

lα maps the l<strong>and</strong>scape (7) onto a small l<strong>and</strong>scape over a small cube of edge-length<br />

1 l , where the small cubes tile the unit cube K . Thus, these small l<strong>and</strong>scapes put<br />

together, form a l<strong>and</strong>scape over K with at most kl d valleys. This l<strong>and</strong>scape contains<br />

the following l<strong>and</strong>scape:<br />

� (x, y) : x ∈ K, 0 ≤ y ≤ min � �x − s� α : s ∈ 1<br />

l (Sk + a), ai ∈{0, 1 ...,l − 1 �� .<br />

Since this l<strong>and</strong>scape is among those over which we form the infimum in the definition<br />

of I (K,α,n = kl d ) it follows that<br />

(8) I � K,α,n = kl d� d 1<br />

≤ l<br />

ldl α I � K,α,k � ≤ λδ<br />

(kld ) α d<br />

by (6). Secondly, we consider general n. Choose l0 so large that<br />

� �<br />

l0 + 1<br />

(9) ≤ λ.<br />

Then,<br />

l0<br />

(10) I � K,α,n � ≤ λ2 δ<br />

n α d<br />

for n ≥ kl d 0 .<br />

To see this, let n ≥ kl d 0 , <strong>and</strong> choose l ≥ l0 such that kl d ≤ n < k(l + 1) d . Then the<br />

definition of I , (8) <strong>and</strong> (9) yield (10):<br />

I � K,α,n � n α d ≤ I � K,α,kl d�� k(l + 1) d� α �<br />

l + 1<br />

d ≤ λδ<br />

l<br />

� α<br />

≤ λ 2 δ.<br />

Since λ>1 was arbitrary, (5) <strong>and</strong> (10) together yield (4).<br />

By applying a suitable affine transformation, we see that (4) implies the following<br />

asymptotic formula:<br />

(11) Let C ⊆ E d be a cube. Then I (C,α,n) ∼ δ<br />

The third step of the proof is to show that<br />

(12) I (J,α,n) > V (J)α+d d<br />

∼ δ<br />

n α d<br />

as n →∞.<br />

α+d<br />

V (C) d<br />

n α d<br />

as n →∞.

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