Step 1: Desirable properties
A distance metric encapsulates our intuitive perception of space:
it is non-negative, d(a,b)ɬ, d(a,a)=0
is symmetric, d(a,b)=d(b,a)
the triangle inequality holds, d(a,c)<=d(a,b)+d(b,c)
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