Publication | Closed Access
Approximating extent measures of points
353
Citations
29
References
2004
Year
EngineeringGeometryStatistical Shape AnalysisShape AnalysisFunctional AnalysisLocalizationExtent Measure μMeasure TheoryExtent MeasuresN PointsComputational GeometryApproximation TheoryGeometry ProcessingGeometric ModelingMachine VisionComputer ScienceMultivariate ApproximationGeometric AlgorithmNatural SciencesVarious DescriptorsApproximation Method
We present a general technique for approximating various descriptors of the extent of a set P of n points in R d when the dimension d is an arbitrary fixed constant. For a given extent measure μ and a parameter ε > 0, it computes in time O ( n + 1/ε O (1) ) a subset Q ⊆ P of size 1/ε O (1) , with the property that (1 − ε)μ( P ) ≤ μ( Q ) ≤ μ( P ). The specific applications of our technique include ε-approximation algorithms for (i) computing diameter, width, and smallest bounding box, ball, and cylinder of P , (ii) maintaining all the previous measures for a set of moving points, and (iii) fitting spheres and cylinders through a point set P . Our algorithms are considerably simpler, and faster in many cases, than previously known algorithms.
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