On a combination method of VDR and patchwork for generating uniform random points on a unit sphere
In this paper, we use a combination of VDR theory and patchwork method to derive an efficient algorithm for generating uniform random points on a unit d-sphere. We first propose an algorithm to generate random vector with uniform distribution on a unit 2-sphere on the plane. Then we use VDR theory to reduce random vector Xd with uniform distribution on a unit d-sphere into , such that the random vector (Xd-1,Xd) is uniformly distributed on a unit 2-sphere and Xd-2 has conditional uniform distribution on a (d-2)-sphere of radius , given V=v with V having the p.d.f. . Finally, we arrive by induction at an algorithm for generating uniform random points on a unit d-sphere.
Year of publication: |
2005
|
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Authors: | Yang, Zhenhai ; Pang, W.K. ; Hou, S.H. ; Leung, P.K. |
Published in: |
Journal of Multivariate Analysis. - Elsevier, ISSN 0047-259X. - Vol. 95.2005, 1, p. 23-36
|
Publisher: |
Elsevier |
Keywords: | Vertical density representation Patchwork method Generation of uniform distribution |
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