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Reply To: | Classification, clustering, and phylogeny estimation |
Date: | Mon, 7 Jun 2010 09:58:19 +0200 |
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Dear All,
I am doing a simple correspondence analysis on a contingency table
having more than 5000 lines (that are representing genes) and 4 columns.
I am then doing a clustering analysis on the coordinates of all genes on
the factorial axes. The results of the correspondence analysis are quite
surprising to me. The coordinates of all rows on the 3 axes are strictly
within a simplex that is a perfect tetrahedron. Of course, the
extremities of the tetrahedron are corresponding to the coordinates of
the column in the factorial space. How could such a structure be obtained?
I first thought that this was due to a specific structure in my original
dataset, so I've decided to do the analysis again on a randomly drawn
contingency table of the same size (each cell was drawn from a uniform
distribution between 0 and 100). I collected again such a triangle
structure.
It thus seems that a simple correspondence analysis is always producing
such a triangular structure on a space with a small number of
dimensions, but I never heard about this before. I suspect that people
are usually not getting this because either they have more dimensions,
or less rows in the original table, leading to points that look to be
spread on factorial plans in a more homogeneous way.
Any explanation on this will be welcomed!
Eric
--
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Eric Wajnberg
Chair of the ESF Scientific programme on
Behavioural Ecology of Insect Parasitoids (BEPAR)
Associated Professor at the UQAM
(Universite du Quebec a Montreal)
I.N.R.A.
400 Route des Chappes, BP 167,
06903 Sophia Antipolis Cedex, France
Tel: (33-0) 4.92.38.64.47
Fax: (33-0) 4.92.38.65.57
e-mail: [log in to unmask]
Web page: http://www.sophia.inra.fr/perso/wajnberg/
Editor-in-Chief of BioControl, Published by Springer.
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