Confidence Intervals for Common Mean of Lognormal Distributions

This paper presents new confidence intervals for the common mean of lognormal distributions by transforming the lognormal data. Three approaches were based on generalized confidence intervals (GCI) and adjusted method of variance estimates recovery (adjusted MOVER). A Monte Carlo simulation was used to assess the coverage probability and average length. The simulation study found that the adjusted MOVER approach based on Angus’s conservative method (AM2) is appropriate and had the smallest coverage error in all of the scenarios. The generalized confidence interval approach (GCI) had the second smallest coverage error and had the smallest average lengths among the three approaches when the coverage probabilities were close to nominal level 0.95. Real data examples illustrate this approach.

[1]  Ren-Dao Ye,et al.  Inferences on the common mean of several inverse Gaussian populations , 2010, Comput. Stat. Data Anal..

[2]  Man-Lai Tang,et al.  Confidence intervals for ratio of two Poisson rates using the method of variance estimates recovery , 2014, Comput. Stat..

[3]  W. Panichkitkosolkul Confidence Intervals for the Coefficient of Variation in a Normal Distribution with a Known Mean and a Bounded Standard Deviation , 2017 .

[4]  Sa-aat Niwitpong,et al.  Confidence intervals for the weighted coefficients of variation of two-parameter exponential distributions , 2017 .

[5]  Lili Tian,et al.  Inferences on the Common Mean of Several Log‐Normal Populations: The Generalized Variable Approach , 2007, Biometrical journal. Biometrische Zeitschrift.

[6]  A Donner,et al.  Construction of confidence limits about effect measures: A general approach , 2008, Statistics in medicine.

[7]  Allan Donner,et al.  Closed-form confidence intervals for functions of the normal mean and standard deviation , 2012, Statistical methods in medical research.

[8]  Lili Tian,et al.  Inferences on the common coefficient of variation , 2005, Statistics in medicine.

[9]  K Krishnamoorthy,et al.  Inferences on the Common Mean of Several Normal Populations Based on the Generalized Variable Method , 2003, Biometrics.

[10]  K. Cimermanová Estimation of Confidence Intervals for the Log-normal Means and for the Ratio and the Difference of Log-normal Means with Application of Breath Analysis , 2007 .

[11]  Ashok Sahai,et al.  On Efficient Confidence Intervals for the Log-Normal Mean , 2007 .

[12]  Samaradasa Weerahandi,et al.  Generalized Confidence Intervals , 1993 .

[13]  Ulf Olsson,et al.  Confidence Intervals for the Mean of a Log-Normal Distribution , 2005 .

[14]  T. Mathew,et al.  Inferences on the means of lognormal distributions using generalized p-values and generalized confidence intervals , 2003 .

[15]  R. S. Wang,et al.  Modified method on the means for several log-normal distributions , 2013 .