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Gruber P. Convex and Discrete Geometry

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370 <strong>Geometry</strong> of Numbers<br />

it, is Dirichlet’s pigeon hole principle or, put analytically, the following simple<br />

observation: If, on a measure space with total measure 1, the integral of a function is<br />

greater than 1, then the function assumes values greater than 1.<br />

Effective Methods for Finding Lattice Points<br />

The fundamental theorem guarantees the existence of lattice points different from o<br />

in C, but it does not tell us how to find such a point. In the context of algorithmic<br />

geometry of numbers, a polynomial time algorithm has been specified which finds<br />

such points, supposing that the volume of C is substantially larger than 2 d d(L).<br />

See the remarks on the shortest lattice vector problem in Sect. 28.2 <strong>and</strong>, for more<br />

information, Grötschel, Lovász <strong>and</strong> Schrijver [409].<br />

22.2 Diophantine Approximation <strong>and</strong> Discriminants of Polynomials<br />

The first fundamental theorem has numerous classical applications. These include<br />

Minkowski’s applications to positive definite quadratic forms, Diophantine approximation,<br />

his linear form theorem <strong>and</strong> discriminants of polynomials.<br />

In the following, we present a selection of applications due to Minkowski <strong>and</strong> a<br />

result of Lagrange on the representation of integers as sums of squares. For further<br />

applications of the fundamental theorem. See, e.g. <strong>Gruber</strong> <strong>and</strong> Lekkerkerker [447]<br />

<strong>and</strong> Schmidt [896].<br />

Homogeneous Minimum of a Positive Definite Quadratic Form<br />

Using a geometric argument on lattices <strong>and</strong> balls, Minkowski [732] was able to improve<br />

a theorem of Hermite [495] on positive definite quadratic forms. At the time<br />

when he published his result, Minkowski did not yet have the fundamental theorem<br />

in its general form, but the argument used led him to the fundamental theorem shortly<br />

afterwards. Minkowski’s result is as follows:<br />

Corollary 22.1. Let<br />

q(x) =<br />

d�<br />

aik xi xk for x = (x1,...,xd) ∈ E d<br />

i,k=1<br />

be a positive definite quadratic form (aik = aki). Then the following inequality has<br />

a non-trivial integer solution u, i.e. u ∈ Z d \{o}:<br />

�<br />

det(aik)<br />

q(u) ≤ 4<br />

V (B d ) 2<br />

� 1<br />

d<br />

.<br />

Proof. To see this estimate, note that for ϱ>0thesetEϱ ={x : q(x) ≤ ϱ} is a<br />

solid ellipsoid in E d with centre o <strong>and</strong> volume

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