Abstract
Focusing on delta-lognormal distribution, confidence intervals for the mean are proposed in this research. This will be achieved using a method of variance estimates recovery (MOVER) and generalized confidence interval (GCI) based on weighted beta distribution by Hannig, and MOVER based on variance stabilized transformation (VST). These are then compared with GCI based on VST. The coverage probabilities and average lengths are performances from the presented methods, computed via Monte Carlo simulation. Our results showed that MOVER based on VST is the recommended method under situations of slight probability of being zero and large coefficient of variation in small to moderate sample sizes. Ultimately, rainfall data in Chiang Mai was used to illustrate all of the presented methods.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Aitchison, J.: On the distribution of a positive random variable having a discrete probability mass at the origin. J. Am. Stat. Assoc. 50, 901–908 (1955)
Bebu, I., Mathew, T.: Comparing the means and variances of a bivariate log-normal distribution. Stat. Med. 27, 2684–2696 (2008)
Callahan, C.M., Kesterson, J.G., Tierney, W.M.: Association of symptoms of depression with diagnostic test charges among older adults. Ann. Internal Med. 126, 426–432 (1997)
Chen, Y.-H., Zhou, X.-H.: Generalized confidence intervals for the ratio or difference of two means for lognormal populations with zeros, UW Biostatistics Working Paper Series (2006)
Chen, Y.-H., Zhou, X.-H.: Interval estimates for the ratio and difference of two lognormal means. Stat. Med. 25, 4099–4113 (2006)
Dasgupta, A.: Asymptotic Theory of Statistics and Probability Springer Texts in Statistics. Springer, New York (2008)
Donner, A., Zou, G.Y.: Closed-form confidence intervals for functions of the normal mean and standard deviation. Stat. Methods Med. Res. 21, 347–359 (2010)
Fletcher, D.: Confidence intervals for the mean of the delta-lognormal distribution. Environ. Ecol. Stat. 15, 175–189 (2008)
Harvey, J., van der Merwe, A.J.: Bayesian confdence intervals for means and variances of lognormal and bivariate lognormal distributions. J. Stat. Plann. Infer. 142, 1294–1309 (2012)
Hasan, M.S., Krishnamoorthy, K.: Confidence intervals for the mean and a percentile based on zero-inflated lognormal data. J. Stat. Comput. Simul. 88, 1499–1514 (2018)
Hannig, J.: On generalized fducial inference. Stat. Sinica 19, 491–544 (2009)
Krishnamoorthy, K., Mathew, T.: Inferences on the means of lognormal distributions using generalized p-values and generalized confidence intervals. J. Stat. Plann. Infer. 115, 103–121 (2003)
Krishnamoorthy, K., Oral, E.: Standardized likelihood ratio test for comparing several log-normal means and confidence interval for the common mean. Stat. Methods Med. Res. 0, 1–23 (2015)
Lee, J.C., Lin, S.-H.: Generalized confidence intervals for the ratio of means of two normal populations. J. Stat. Plann. Infer. 123, 49–60 (2004)
Li, X., Zhou, X., Tian, L.: Interval estimation for the mean of lognormal data with excess zeros. Stat. Probab. Lett. 83, 2447–2453 (2013)
Owen, W.J., DeRouen, T.A.: Estimation of the mean for lognormal data containing zeroes and left-censored values, with applications to the measurement of worker exposure to air contaminants. Biometrics 36, 707–719 (1980)
Tian, L., Wu, J.: Confidence intervals for the mean of lognormal data with excess zeros. Biometrical J. Biometrische Zeitschrift 48, 149–156 (2006)
Tian, L., Wu, J.: Inferences on the common mean of several log-normal populations: the generalized variable approach. Biometrical J. 49, 944–951 (2007)
Tian, L.: Inferences on the mean of zero-inflated lognormal data: the generalized variable approach. Stat. Med. 24, 3223–3232 (2005)
Weerahandi, S.: Generalized confidence intervals. J. Am. Stat. Assoc., 899–905 (1993)
Wu, W.-H., Hsieh, H.-N.: Generalized confidence interval estimation for the mean of delta-lognormal distribution: an application to New Zealand trawl survey data. J. Appl. Stat. 41, 1471–1485 (2014)
Zhou, X.H., Tu, W.: Confidence intervals for the mean of diagnostic test charge data containing zeros. Biometrics 2000, 1118–1125 (2000)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2019 Springer Nature Switzerland AG
About this paper
Cite this paper
Maneerat, P., Niwitpong, SA., Niwitpong, S. (2019). Confidence Intervals for the Mean of Delta-Lognormal Distribution. In: Kreinovich, V., Sriboonchitta, S. (eds) Structural Changes and their Econometric Modeling. TES 2019. Studies in Computational Intelligence, vol 808. Springer, Cham. https://doi.org/10.1007/978-3-030-04263-9_20
Download citation
DOI: https://doi.org/10.1007/978-3-030-04263-9_20
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-04262-2
Online ISBN: 978-3-030-04263-9
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)