I have a binary classification problem. I trained my dataset using a Support Vector Machine (SVM). Now I want to report the model I trained to a 3rd party so that they can use.
For the primal probem of SVM, the classifier equation is of the form,
y = w.x + b
w is the weight vector,
b is the constant and
x is the new instance. Depending on the value of
y, we can predict the class.
I could report the weight vector w and constant b which was obtained my model.
But if I want to test my model using cross-validation, then how do I report my model? Everytime I cross-validate, the equation of the classifier built will change.