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We work in the real Hilbert space Hₛ of Hermitian Hilbert-Schmidt operators and show that the entanglement witness which shows the maximal violation of a generalized Bell inequality (GBI) is a tangent functional to the convex set S⊂Hₛ of separable states. This violation equals the Euclidean distance in Hₛ of the entangled state to S and thus entanglement, GBI, and tangent functional are only different aspects of the same geometric picture. This is explicitly illustrated in the example of two spins, where also a comparison with familiar Bell inequalities is presented.
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Bertlmann et al. (2002) studied this question.
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