method is likely to give poor performance support vector machines do not directly provide probability estimates these are calculated using an expensive five fold cross validation if you take a look at the applications of support vector machines the support vector machine algorithm has numerous applications and can be a quite popular alternative to artificial neural networks or a ends here are some applications from published journal papers so we can use support vector machines in medical imaging there's one application for SVM based regression