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Hausdorff dimension, box dimension, packing dimension and similar concepts.

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Dimensionality of a map -- distance

Testing whether $n$ points "need" $n-1$ dimensions (in the way you're referring to) using only their distances is done via Cayley-Menger determinants : http://mathworld.wolfram.com/Cayley-MengerDeterm …
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