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https://doi.org/10.1057/9780230270770 margin between data points of different classes. The hyperplane acts as a decision boundary, with one class on each side. The margin represents the perpendicular distance between the hyperplane and the closest points of each class. A larger margin indicates a better separation, while a smaller margin suggests a less optimal decision boundary.

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