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Can I, somewhat informally, state that d+1 points in $\mathbb{R}^d$ are affinely independent, if they don't lie in a $\mathbb{R}^{d-1}$ subspace?

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Affine subspace, yes. (That's a translation of an ordinary vector subspace.)

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    @stefan, yes, exactly.2011-05-05