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In our lecture, we were told to omit the proof because it was too difficult. Maybe it will help you though if you can read it here:


After applying the theorem you can take an $Y$ orthogonal to the separation plane, pointing in the right direction, you will easily have the property $X.Y>0$ for all $X$.

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