Support Vector Machine Simplified using R

There is no thumb rule of choosing the best kernel. The only solution is Cross-validation. Try several different Kernels, and evaluate their performance metrics such as AUC and select the one with highest AUC. If you want to compare in terms of speed, linear kernels usually compute much faster than radial or polynomial kernels.