To determine the parameters in ν-SVM, i.e., γ and ν, we observed the performance of the ν-SVM classifier by randomly selecting 80% of the sentences in the RDC corpus as training data and the remaining 20% as test data.
we applied five-fold cross validation to build a temporary model for parameter estimation.