data filtering for clustering

Assuming that i have a data set like iris data set and i want to do clustering for the data. Before i perform the clustering, can i conduct data filtering on each species instead of filtering it as a whole data ? So, the data filter processing is on each species.
Many thanks in advance for the answer.

 Risposta accettata

Greg Heath
Greg Heath il 4 Nov 2011

0 voti

No.
You are designing a classifier to classify unknown data. If each class was processed individually for training, you wouldn't know what set of normalization parameters to use for unknown data.
Hope this helps.
Greg

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