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Home/ Questions/Q 8766369
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Editorial Team
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Editorial Team
Asked: June 13, 20262026-06-13T16:32:08+00:00 2026-06-13T16:32:08+00:00

Why in the theory of support vector machines, the points from the training set

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Why in the theory of support vector machines, the points from the training set which lie on the margin of the maximum-margin hyperplane are called the support vectors? They are points, aren’t they?

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  1. Editorial Team
    Editorial Team
    2026-06-13T16:32:09+00:00Added an answer on June 13, 2026 at 4:32 pm

    In this situation, points and vectors are really the same thing.

    Given some fixed origin, each point in space can be described by a vector, and conversely, every vector defines a point in space.

    EDIT (based on comment):

    The hyperplane is chosen so that it best separates the two classes. It only depends on the vectors nearest the hyperplane – these are called the “support” vectors. The picture on the wikipedia page clasifies this.

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