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Fragment of a discussion from Talk:Variable bandwidth
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Hmm... at least with sufficient data I'd agree that applying bandwidth estimation separately to different clusters would make sense. The cases where the appropriate bandwidth changes most significantly would be when there's limited data though (each additional data point doesn't change uncertainty as much once there are already many data points).

Rednaxela17:05, 23 September 2012