> Remember that one-vs-rest trains each base classifier *independently* (a new 
sample may play the role of a positive or negative example, depending on the 
class). Therefore, you do need to update all base classifiers.HTH,Mathieu
> 
> 
> 
  Ah, so every sample is trained on every classifier? It takes about hour and
 half to train right now, and every time (which will be frequent) I get an new
 sample to improve the train set, I will have to retrain the classifier, which I
 was hoping to cut down to a shorter duration.
Thanks,
A


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