How does SVM compare with logistic regression?

SVM focuses on margin maximization while logistic regression models probability distributions.

SVM optimizes hinge loss and seeks a maximum margin boundary, whereas logistic regression uses log-loss and outputs probabilistic interpretations. SVM is less sensitive to outliers in high dimensions.