classifire Accuracy in openVibE

About the GUI application to design signal processing pipelines
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HA3
Posts: 21
Joined: Sun Nov 23, 2014 5:32 am

classifire Accuracy in openVibE

Post by HA3 »

I build a system, gives a 88.7% test data accuracy(when building the classification model), But when I run the data on the classifier model and measure the accuracy with "classifier Accuracy measure" Box, the accuracy decreases to 40% ! Is that normal?

fabien.lotte
Posts: 112
Joined: Sun Mar 14, 2010 12:58 pm

Re: classifire Accuracy in openVibE

Post by fabien.lotte »

you used the classifier accuracy measure on the same data in which you trained your classifier is that right?
If so, the fact you obtained decreased accuracy may come from the fact that you gave all your data (including the non-control state - i.e., the data between trial that do not correspond to one of the class the classifier has been trained on) to the classifier accuracy measure, and not only the data corresponding to one of the classes the classifier has been optimized to classify. Could that be the case? If so you need to use something like a stimulation based epoching to only use as input to the classifier accuracy measure box data that actually can be (and need to be) classified.

I hope this helps,
Fabien

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