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Make algorithm='auto' default to using 'full' instead of 'elkan' #21735
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ogrisel
approved these changes
Nov 22, 2021
Thanks for the quick PR, overall it looks good to me. Just a few comments:
Thanks for the review @ogrisel , I'll take care of this today. |
Done |
I merge my small nitpick to go ahead. |
Thanks @ageron |
glemaitre
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…cikit-learn#21735) Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
samronsin
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…cikit-learn#21735) Co-authored-by: Guillaume Lemaitre <g.lemaitre58@gmail.com>
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Reference Issues/PRs
Fixes #21729
What does this implement/fix? Explain your changes.
In
sklearn.cluster.KMeans
, the defaultalgorithm="auto"
now uses the full classical EM-style algorithm (as withalgorithm="full"
) instead of Elkan's algorithm, as the former is often faster in practice.Any other comments?
This does not affect the result of clustering, and the default parameter remains
"auto"
, so this should only affect performance.