Wrap-around L2-discrepancy of random sampling, Latin hypercube and uniform designs

被引:39
作者
Fang, KT [1 ]
Ma, CX
机构
[1] Hong Kong Baptist Univ, Dept Math, Kowloon, Hong Kong, Peoples R China
[2] Chinese Acad Sci, Beijing, Peoples R China
[3] Nankai Univ, Dept Stat, Tianjin 300071, Peoples R China
关键词
D O I
10.1006/jcom.2001.0589
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
For comparing random designs and Latin hypercube designs, this paper considers a wrap-around version of the L-2-discrepancy (WD). The theoretical expectation and variance of this discrepancy are derived for these two designs. The expectation and variance of Latin hypercube designs are significantly lower than those of the corresponding random designs. We also study construction of the uniform design under the WD and show that one-dimensional uniform design under this discrepancy can be any set of equidistant points. For high dimensional uniform designs we apply the threshold accepting heuristic for finding low discrepancy designs. We also show that the conjecture proposed by K. T. Fang, D. K. J. Lin, P. Winker, and Y. Zhang (2000, Technometrics) is true under the WD when the design is complete. (C) 2001 Academic Press.
引用
收藏
页码:608 / 624
页数:17
相关论文
共 18 条
[1]   ON THE CONVERGENCE OF THRESHOLD ACCEPTING [J].
ALTHOFER, I ;
KOSCHNICK, KU .
APPLIED MATHEMATICS AND OPTIMIZATION, 1991, 24 (02) :183-195
[2]  
[Anonymous], 1998, RANDOM QUASIRANDOM P
[3]  
[Anonymous], [No title captured]
[4]  
CHENG CS, 1995, STAT SINICA, V5, P617
[5]  
DEY A, 1999, FRACTIONAL FACTORIAL
[6]   Degradation of phenol and p-cresol in reactors [J].
Fang, HHP ;
Zhou, GM .
WATER SCIENCE AND TECHNOLOGY, 2000, 42 (5-6) :237-244
[7]  
Fang K. T., 1994, Number Theoretic Methods in Statistics
[8]   A connection between uniformity and aberration in regular fractions of two-level factorials [J].
Fang, KT ;
Mukerjee, R .
BIOMETRIKA, 2000, 87 (01) :193-198
[9]  
FANG KT, B INT STAT I, P339
[10]   A generalized discrepancy and quadrature error bound [J].
Hickernell, FJ .
MATHEMATICS OF COMPUTATION, 1998, 67 (221) :299-322