What is the effect of outliers on SVM decision boundary?

Outliers influence SVM depending on the C parameter and can distort the decision boundary.

In hard margin SVM, outliers make the problem infeasible. In soft margin SVM, slack variables allow misclassification. High C values force SVM to accommodate outliers, potentially reducing generalization.