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Set a threshold in MulticlassSVM

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I am currently testing my system(hand recognition system). It is identifying unknown gestures as known gestures, I mean that gestures that are not in my training data is being identified as one. Why is it so? It is operating in real time, I do not know where the problem lies.

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