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Whenever an
assignment is changed, the sum
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squared distances
of data-points from their
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assigned cluster
centers is reduced.
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Whenever a
cluster center is moved the sum
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squared distances
of the data-points from their
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currently
assigned cluster centers is reduced.
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If the
assignments do not change in the
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assignment step,
we have converged.
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