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No gold standard of truth exists.
We can assess
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algorithms according to stability of clusters or do
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leave-out-one analysis to assess the predictive
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quality of the clusters produced by an algorithm.
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This latter test indicated on four datasets a slight
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edge for CAST, but differences were small
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(Yeung Haynor Ruzzo)
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Cluster stability on parametrically bootstrapped data,
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where the cluster centers were hand-picked, was
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modest
(Kerr)
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An area for future research, or at least more wisdom.
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