Intrusion detection model using fusion of chi-square ... - ScienceDirect Hence our optimization using variance tuning will determine an optimal σ that will result in a better accuracy. The kernel parameter and the overfitting constant C obtained after the cross validation is given to train the SVM model and finally predict the label of the test data set as shown in Fig. 2. Download : Download high-res image (253KB)