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Gruber P. Convex and Discrete Geometry

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29 Packing of Balls <strong>and</strong> Positive Quadratic Forms 431<br />

exposition has yet to be completed, although parts of it can be found in the literature,<br />

for example in Delone [257] <strong>and</strong> Delone <strong>and</strong> Ryshkov [259]. See also [1015].<br />

The Cone of Positive Definite Quadratic Forms<br />

Let q be a real quadratic form on E d ,<br />

where<br />

q(x) = x T Ax =<br />

d�<br />

aik xi xk for x ∈ E d ,<br />

i,k=1<br />

A = (aik), aik = aki,<br />

is the symmetric d ×d coefficient matrix of q.Thecoefficient vector of q is the vector<br />

(a11, a12,...,a1d, a22, a23,...,add) ∈ E 1 2 d(d+1) .<br />

The determinant det A is the discriminant of q. In the following we will not distinguish<br />

between a quadratic form, its coefficient matrix <strong>and</strong> its coefficient vector.<br />

A quadratic form q on E d is positive definite if q(x) >0 for all x ∈ E d \{o}.<br />

Let P be the set of all (coefficient vectors of) positive definite quadratic forms<br />

on E d .Ifq, r ∈ P, then λq + µr ∈ P for all λ, µ > 0. Thus P is a convex cone in<br />

E 1 2 d(d+1) with apex at the origin. A result from linear algebra says that a quadratic<br />

form on E d is positive definite if <strong>and</strong> only if all principal minors of its coefficient<br />

matrix are positive. Thus, if q ∈ P, all quadratic forms on E d , the coefficients of<br />

which are sufficiently close to that of q, are also positive definite <strong>and</strong> thus are in P.<br />

This means that P is open. P is called the (open convex) cone of (coefficient vectors<br />

of) positive definite quadratic forms on E d . P is not a polyhedral cone although it<br />

shares several properties with polyhedral cones. For more information on the algebraic<br />

<strong>and</strong> geometric properties of P see the articles of Bertraneu <strong>and</strong> Fichet [103]<br />

<strong>and</strong> <strong>Gruber</strong> [444].<br />

Let U be an integer d × d matrix. It yields the linear transformation<br />

x → Ux<br />

of E d onto itself. In turn, this linear transformation induces a transformation<br />

q(x) = x T Ax → q(Ux) = x T U T AU x<br />

of the space of all quadratic forms on Ed onto itself, or in terms of coefficient vectors,<br />

a transformation<br />

�<br />

�<br />

U : (aik) →<br />

�<br />

l,m<br />

uliumkalm<br />

of the space of coefficient vectors onto itself. U may be considered as a linear transformation<br />

of E 1 2 d(d+1) onto itself which maps P onto itself.<br />

Two forms q, r ∈ P are equivalent, if there is an integer unimodular d ×d matrix<br />

U such that r(x) = q(Ux). Since UZ d = Z d , equivalent forms assume the same<br />

values for integer values of the variables, that is, on Z d .

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