Title of article :
On an eigenvalue property relevant in correspondence analysis and related methods Original Research Article
Author/Authors :
Michel van de Velden، نويسنده , , Heinz Neudecker، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2000
Pages :
18
From page :
347
To page :
364
Abstract :
In correspondence analysis as well as in related methods such as dual scaling and homogeneity analysis, one encounters singular values of a matrix Q=Dr−1/2FDc−1/2, where F is an n×p nonnegative data matrix and Dr and Dc are diagonal matrices implicitly defined by the equationsDr1n=F1p and Dc1p=F′1n.(1i denotes the summation vector of order i.) An important and often cited property of these singular values is that they lie in the [0,1] interval. In this paper, this property will first be examined in the context of the aforementioned, mathematically equivalent, statistical methods. It will become apparent that for proving the property, knowledge of the method at hand, i.e. dual scaling, correspondence analysis or homogeneity analysis, is essential. We shall then show, by using the general matrix Q, that the result follows by elementary matrix algebra due to the nonnegativity of F and the scalings imposed by the diagonal matrices Dr and Dc.
Keywords :
Dual scaling , correspondence analysis , Homogeneity analysis , singular values , Matrix norm
Journal title :
Linear Algebra and its Applications
Serial Year :
2000
Journal title :
Linear Algebra and its Applications
Record number :
823150
Link To Document :
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