A supporting hyperplane is a flat affine subspace of one dimension less than the ambient space that touches a convex set at least at one point, and such that the convex set lies entirely on one side of the hyperplane. This concept is crucial in understanding how convex sets interact with linear functions and is foundational in various applications, including optimization and geometry.
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