Comparing Medical Care Costs using Bayesian Credible Intervals for the Ratio of Means of Delta-Lognormal Distributions

被引:8
作者
Maneerat, Patcharee [1 ]
Niwitpong, Sa-Aat [2 ]
机构
[1] Uttaradit Rajabhat Univ, Dept Math, Uttaradit 53000, Thailand
[2] King Mongkuts Univ Technol North Bangkok, Dept Appl Stat, Bangkok 10800, Thailand
关键词
Bayesian credible interval; delta-lognormal distribution; medical care cost; uniform-beta prior; zero observation; CONFIDENCE-INTERVALS; VARIANCES;
D O I
10.1142/S021848852040005X
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
When considering the medical care costs data with a high proportion of zero items of two inpatient groups, comparing them can be estimated using confidence intervals for the ratio of the means of two delta-lognormal distributions. The Bayesian credible interval-based uniform-beta prior (BCIh-UB) is proposed and compared with the generalized confidence interval (GCI), fiducial GCI (FGCI), the method of variance estimates recovery (MOVER), BCIh based on Jeffreys' rule prior (BCIh-JR), and BCIh based on the normal-gamma prior (BCIh-NG). The coverage probability (CP), average length (AL), and lower and upper error rates were the performance measures applied for assessing the methods through a Monte Carlo simulation. A numerical evaluation showed that BCIh-UB had much better CP and AL than the others even with a large difference between the variances and with a high proportion of zero. Finally, to illustrate the efficacy of BCIh-UB, the methods were applied to two sets of medical care costs data.
引用
收藏
页码:51 / 68
页数:18
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