Math 2.0

General topology Definition

Hausdorff distance

Builds on Metric spaceSupremumInfimum

Definition

Let (M,d)(M, d) be a metric space. For x∈Mx \in M and a nonempty subset S⊆MS \subseteq M, let d(x,S)=inf⁡s∈Sd(x,s)d(x, S) = \inf_{s \in S} d(x, s), an infimum. The Hausdorff distance between nonempty subsets A,B⊆MA, B \subseteq M is dH(A,B)=max⁡{sup⁡a∈Ad(a,B), sup⁡b∈Bd(b,A)}∈[0,+∞],d_H(A, B) = \max\Big\{ \sup_{a \in A} d(a, B), \ \sup_{b \in B} d(b, A) \Big\} \in [0, +\infty], where sup⁡\sup is the supremum.

Remarks

Equivalently, dH(A,B)d_H(A, B) is the infimum of the ε≥0\varepsilon \ge 0 with A⊆BεA \subseteq B_\varepsilon and B⊆AεB \subseteq A_\varepsilon, where Sε={x∈M:d(x,S)≤ε}S_\varepsilon = \set{x \in M : d(x, S) \le \varepsilon}. In ℝn\R^n with the Euclidean distance and closed unit ball DD, this reads dH(A,B)=inf⁡{ε≥0:A⊆B+εD, B⊆A+εD}d_H(A, B) = \inf\set{\varepsilon \ge 0 : A \subseteq B + \varepsilon D, \ B \subseteq A + \varepsilon D} for nonempty compact A,BA, B, with Minkowski sums.

Example: A=[0,1]A = [0, 1] and B=[0,2]B = [0, 2] in ℝ\R. Every point of AA lies in BB, so sup⁡a∈Ad(a,B)=0\sup_{a \in A} d(a, B) = 0; the points of BB have d(b,A)=max⁡(b−1,0)d(b, A) = \max(b - 1, 0), with supremum 11 at b=2b = 2. So dH(A,B)=1d_H(A, B) = 1.

Non-example of a metric: on all nonempty subsets, dHd_H is not a metric. For A=(0,1)A = (0, 1) and B=[0,1]B = [0, 1] in ℝ\R one has dH(A,B)=0d_H(A, B) = 0 although A≠BA \neq B, and dH({0},[0,∞))=+∞d_H(\set{0}, [0, \infty)) = +\infty. On the nonempty closed bounded subsets of MM, and in particular on the nonempty compact subsets, dHd_H is a metric. If MM is complete, then so is this space of closed bounded subsets; if MM is compact, then so is the space of nonempty compact subsets.

Reading path

To understand this page from the ground up, read these 4 pages in order. The foundations come first.

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  1. Infimum concept
  2. Metric space concept
  3. Supremum concept
  4. Hausdorff distance definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Hausdorff_distance
About this page
TagDQEW4MSD5H
URIm2://DQEW4MSD5H
Kinddefinition
WritingW0 stub
MSC54E35, 52A20, 54B20
DefinesHausdorff distance
UsesMetric space, Supremum, Infimum

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