The Projection Median of a Set of Points in Rd⋆

Loading...
Thumbnail Image

Related Collections

Degree type

Discipline

Subject

Approximation
Euclidean median
Haar measure
Group actions
Multivariate median
Projection
Stability
Business
Statistics and Probability

Funder

Grant number

License

Copyright date

Distributor

Related resources

Contributor

Abstract

The projection median of a finite set of points in R2 was introduced by Durocher and Kirkpatrick [Computational Geometry: Theory and Applications, Vol. 42 (5), 364–375, 2009]. They proved that the projection median in R2 provides a better approximation of the 2-dimensional Euclidean median, than the center of mass or the rectilinear median, while maintaining a fixed degree of stability. In this paper we study the projection median of a set of points in Rd for d ≥ 2. Using results from the theory of integration over topological groups, we show that the d-dimensional projection median provides a (d /π)B(d/2, 1/2)-approximation to the d-dimensional Euclidean median, where B(α, β) denotes the Beta function. We also show that the stability of the d-dimensional projection median is at least 1⁄(d/π)B(d/2,1/2), and its breakdown point is 1/2. Based on the stability bound and the breakdown point, we compare the d-dimensional projection median with the rectilinear median and the center of mass, as a candidate for approximating the d-dimensional Euclidean median. For the special case of d = 3, our results imply that the 3-dimensional projection median is a (3/2)-approximation of the 3-dimensional Euclidean median, which settles a conjecture posed by Durocher.

Advisor

Date Range for Data Collection (Start Date)

Date Range for Data Collection (End Date)

Digital Object Identifier

Series name and number

Publication date

2012-03-01

Journal title

Discrete & Computational Geometry

Volume number

Issue number

Publisher

Publisher DOI

relationships.isJournalIssueOf

Comments

Recommended citation

Collection