Distance≈Similarity−1Distance \approx Similarity^{-1}Distance≈Similarity−1Properties of a Distance functionSymmetric metric d(x,y)=d(y,x)d(x,y) = d(y,x)d(x,y)=d(y,x) (Commutative Property)Positive Separability d(x,y)=0 ⟺ x=yd(x,y) = 0 \iff x=yd(x,y)=0⟺x=yTriangular Inequality d(x,y)≤d(x,z)+d(z,y)d(x,y) \le d(x,z) +d(z,y)d(x,y)≤d(x,z)+d(z,y)Distance TypesEuclidean DistanceGeodesic DistanceStatistical DistanceMinkowski DistanceManhattan DistanceEdit Distance