So I understand that Euclidean distance is valid for all of properties for a metric. But why doesn't the square hold the same way?
Euclidean distance vs Squared
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$\begingroup$
metric-spaces
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2Please pick an answer different than mine to be the correct one, as my answer deals with norms instead of metrics. – 2011-10-23