On a combination method of VDR and patchwork for generating uniform random points on a unit sphere
被引:3
|
作者:
Yang, ZH
论文数: 0引用数: 0
h-index: 0
机构:Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
Yang, ZH
Pang, WK
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
Pang, WK
[1
]
Hou, SH
论文数: 0引用数: 0
h-index: 0
机构:Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
Hou, SH
Leung, F
论文数: 0引用数: 0
h-index: 0
机构:Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
Leung, F
机构:
[1] Hong Kong Polytech Univ, Dept Appl Math, Kowloon, Hong Kong, Peoples R China
[2] Beijing Polytech Univ, Beijing 100022, Peoples R China
vertical density representation;
patchwork method;
generation of uniform distribution;
D O I:
10.1016/j.jmva.2004.08.012
中图分类号:
O21 [概率论与数理统计];
C8 [统计学];
学科分类号:
020208 ;
070103 ;
0714 ;
摘要:
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 X-d with uniform distribution on a unit d-sphere into X-d = (Xd-2, root 1 - parallel to Xd-2 parallel to(2)(Xd-1, X-d)), such that the random vector (Xd-1, X-d) is uniformly distributed on a unit 2-sphere and Xd-2 has conditional uniform distribution on a (d - 2)-sphere of radius root 1 - V, given V = v with V having the p.d.f. d/2 (1 - v) d-2/2. Finally, we arrive by induction at an algorithm for generating uniform random points on a unit d-sphere. (c) 2004 Elsevier Inc. All rights reserved.
机构:
Univ Wisconsin, Sch Med & Publ Hlth, Dept Med Phys, WIMR 1161, Madison, WI 53705 USAUniv Wisconsin, Sch Med & Publ Hlth, Dept Med Phys, WIMR 1161, Madison, WI 53705 USA
机构:
Univ Wisconsin, Dept Med Phys, Sch Med & Publ Hlth, Wisconsin Inst Med Res WIMR 1161, Madison, WI 53705 USAUniv Wisconsin, Dept Med Phys, Sch Med & Publ Hlth, Wisconsin Inst Med Res WIMR 1161, Madison, WI 53705 USA