Fig. 1
From: Fungal biomarker discovery by integration of classifiers
The upper two SVMs maximize the margin independently. The lower two SVMs maximize the sum of the two margins, but are constrained to use the same set of genes for features. Obviously the margins cannot increase but note that the overall SVM efficiencies were as good as before after applying these conditions.