Litcius/Paper detail

The Complexity of the Hausdorff Distance

Paul Jungeblut, Linda Kleist, Tillmann Miltzow

2023Discrete & Computational Geometry13 citationsDOIOpen Access PDF

Abstract

Abstract We investigate the computational complexity of computing the Hausdorff distance. Specifically, we show that the decision problem of whether the Hausdorff distance of two semi-algebraic sets is bounded by a given threshold is complete for the complexity class $${ \forall \exists _{&lt;}\mathbb {R}} $$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mo>∀</mml:mo> <mml:msub> <mml:mo>∃</mml:mo> <mml:mo>&lt;</mml:mo> </mml:msub> <mml:mi>R</mml:mi> </mml:mrow> </mml:math> . This implies that the problem is -, -, $$\exists \mathbb {R} $$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mo>∃</mml:mo> <mml:mi>R</mml:mi> </mml:mrow> </mml:math> -, and $$\forall \mathbb {R} $$ <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mo>∀</mml:mo> <mml:mi>R</mml:mi> </mml:mrow> </mml:math> -hard.

Topics & Concepts

Hausdorff distanceAlgorithmHausdorff spaceComputer scienceMathematicsArtificial intelligenceCombinatoricsComplexity and Algorithms in GraphsAdvanced Graph Theory ResearchMachine Learning and Algorithms