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Uniform design with prior information of factors under weighted wrap-around L-2-discrepancy

机译:统一设计,在加权环绕 L-2 差异下具有因素的先验信息

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摘要

Uniform design is one of the most frequently used designs of experiment, and all factors are usually regarded as equally important in the existing literature of uniform design. If some prior information of certain factors is known, the potential importance of factors should be distinguished. In this paper, by assigning different weights to factors with different importance, the weighted wrap-around L-2-discrepancy is proposed to measure the uniformity of design when some prior information of certain factors are known. The properties of weighted wrap-around L-2-discrepancy are explored. Accordingly, the weighted generalized wordlength pattern is proposed to describe the aberration of these kinds of designs. The relationship between the weighted wrap-around L-2-discrepancy and weighted generalized wordlength pattern is built, and a lower bound of weighted wrap-around L-2-discrepancy is obtained. Numerical results show that both weighted wrap-around L-2-discrepancy and weighted generalized wordlength pattern are precisely to capture the difference of importance among the columns of design.
机译:统一设计是最常用的实验设计之一,在现有的统一设计文献中,所有因素通常被认为同等重要。如果已知某些因素的某些先验信息,则应区分因素的潜在重要性。该文通过对不同重要性的因子赋予不同的权重,提出加权环绕L-2差异来衡量某些因子在已知某些因素的先验信息的情况下设计的均匀性。探讨了加权环绕L-2-差异的性质。因此,提出了加权广义词长模式来描述这类设计的畸变。建立了加权环绕L-2-差异与加权广义词长模式之间的关系,得到了加权环绕L-2-差异的下界。数值结果表明,加权环绕L-2差异和加权广义字长模式都能够精确地捕捉到设计列之间重要性的差异。

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