Question: why svm outperforms other classifiers?
Answer: Popular Answers (1) The major advantage of the SVM methodology is that it can be paired with the kernel trick. So, theoretically, by exploring and fine tuning kernels you may create appropriate feature spaces, where the linear classification is able to classify data created by non-linear phenomena.