[R] Clustering and Calinski's index
Prof Brian Ripley
ripley at stats.ox.ac.uk
Wed Feb 20 17:06:10 CET 2002
On Wed, 20 Feb 2002, David Wartel wrote:
>
> I have to solve a clustering problem.
> My first step is to determinate the number of clusters, that's why I 'm using
> the Calinski index ( [tr(b)/(k-1)]/[tr(w)/(k-1)] ) which i try to maximize
> to have the best number of clusters.
> A function is already implemented in R to calculate this index :
>
> clustIndex(cl,x, index="calinski")
Where is that from? It's not part of R -- package cclust, perhaps?
> where cl is the result of a clustering method , for instance:
>
> cclust(x,k,itermax,verbose=TRUE,method="kmeans")
>
> My probleme is that I can't calculate the Calinski's index when a cluster
> contains only one datapoint :
>
> Error in cov(x[cluster == l, ]) : supply both x and y or a matrix-like x
The programmer forgot drop=FALSE, it would seem.
--
Brian D. Ripley, ripley at stats.ox.ac.uk
Professor of Applied Statistics, http://www.stats.ox.ac.uk/~ripley/
University of Oxford, Tel: +44 1865 272861 (self)
1 South Parks Road, +44 1865 272860 (secr)
Oxford OX1 3TG, UK Fax: +44 1865 272595
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