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Advances in Applied Mathematics
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Advances in Applied Mathematics
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Covariance matrices and valuations

Authors: Monika Ludwig;

Covariance matrices and valuations

Abstract

The moment matrix of a function \(f\) of real variables \(x_1,\dots,x_n\) is the matrix, whose \((i,j)\)-th entry is the integral of \(x_i x_j f\) over \(\mathbb{R}^n\). The moment matrix can be regarded as a matrix-valued valuation on the space of functions with finite second moments: recall that a valuation on a space of functions \(L\) is a function \(Z\) on \(L\) such that \(Z(f)+Z(g)=Z(\max(f,g)) +Z(\min(f,g))\) for all \(f\) and \(g\) in \(L\). The author proves that the moment matrix is the unique continuous homogeneous valuation on the space of functions with finite second moments, which is \(\mathrm{SL}(n)\) covariant, i.e. \(Z(f) = M Z(f \circ M) M^T\) for every function \(f\) on \(\mathbb{R}^n\) and every \(M\) in \(\mathrm{SL}(n)\). The author also classifies all continuous \(\mathrm{SL}(n)\) covariant valuations with no assumption of homogeneity. A similar Hadwiger-type characterization of the Fisher information matrix was obtained by the author in [Adv. Math. 226, No. 3, 2700--2711 (2011; Zbl 1274.62064)].

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Keywords

Random matrices (algebraic aspects), \(\mathrm{SL}(n)\) covariance, moment matrix, Dissections and valuations (Hilbert's third problem, etc.), Statistical aspects of information-theoretic topics, Convex sets in \(n\) dimensions (including convex hypersurfaces), Hypothesis testing in multivariate analysis, valuation, Ordered topological linear spaces, vector lattices

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
26
Top 10%
Top 10%
Top 10%
hybrid