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SVM Training Data with Bag-of-Word

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Hi, I've a question with training an SVM multiclass with bag of word model. I have 50 video of training and each video is represented by a matrix of words. Now i have a vector that contains all training data. How can training svm with this data structure? I think to use pca but i'm not sure if is the exactly way. Thanks

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