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Using pam, agnes or clara as prediction models?

If pam produces the cluster medoids, you should be able to use the
1-nearest-neighbor classifier for prediction of future data, using the
medoids as the `training' data.  1-NN is available in the `class' package,
part of the `VR' bundle.

HTH,
Andy
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