Mathematical difference between logistic regression and support vector machine
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Support vector machine (SVM) is a comparatively new machine learning algorithm for classification, while logistic regression (LR) is an old standard statistical classification method. ... It is possible for a learning method to perform well on one metric, but be suboptimal on other metrics.
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