On the existence of a normal approximation to the distribution of the ratio of two independent normal random variables

被引:111
|
作者
Diaz-Frances, Eloisa [1 ]
Rubio, Francisco J. [2 ]
机构
[1] Ctr Invest Matemat CIMAT, Guanajuato 36000, Gto, Mexico
[2] Univ Warwick, Dept Stat, Coventry CV4 7AL, W Midlands, England
关键词
Coefficient of variation; Ratio of normal means; ROC curve; FREQUENCY-DISTRIBUTION;
D O I
10.1007/s00362-012-0429-2
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
The distribution of the ratio of two independent normal random variables X and Y is heavy tailed and has no moments. The shape of its density can be unimodal, bimodal, symmetric, asymmetric, and/or even similar to a normal distribution close to its mode. To our knowledge, conditions for a reasonable normal approximation to the distribution of Z = X/Y have been presented in scientific literature only through simulations and empirical results. A proof of the existence of a proposed normal approximation to the distribution of Z, in an interval I centered at beta = E(X) /E(Y), is given here for the case where both X and Y are independent, have positive means, and their coefficients of variation fulfill some conditions. In addition, a graphical informative way of assessing the closeness of the distribution of a particular ratio X/Y to the proposed normal approximation is suggested by means of a receiver operating characteristic (ROC) curve.
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页码:309 / 323
页数:15
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