Research Article

Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications

Volume: 33 Number: 1 March 1, 2020
EN

Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications

Abstract

In this study slash Maxwell (SM) distribution, defined as a ratio of a Maxwell random variate to a power of an independent uniform random variate, is introduced. Its stochastic representation and some distributional properties such as moments, skewness and kurtosis measures are provided. The maximum likelihood (ML) method is used for estimating the unknown parameters. However, closed forms of the ML estimators cannot be obtained since the likelihood equations include nonlinear functions of the unknown parameters. We therefore use Tiku's (1967,1968) modified maximum likelihood (MML) methodology which allows to obtain explicit forms of the estimators. Some asymptotic properties of the MML estimators are derived. A Monte-Carlo simulation study is also carried out to compare the performances of the ML and MML estimators. Two data sets taken from the literature are modelled using the SM distribution in application part of the study. 

Keywords

References

  1. Acitas, S., Kasap, P., Senoglu, B. and Arslan, O., 2013a. One-step M-esti- mators: Jones and Faddy’s skew t distribution. J Appl Stati 40(7), 1545–1560.
  2. Acitas, S., Kasap, P., Senoglu, B., Arslan, O., 2013b. Robust estimation with the skew t2 distribution. Pak J Stat 29(4), 409–430.
  3. Acitas, S., Arslan, T. and Senoglu, B., 2017. Scale mixture extension of the Maxwell distribution: Properties, estimation and application, 10th International Statistics Congress, Ankara, Turkey.
  4. Al-Baldawi, T.H.K., 2013. Comparison of maximum likelihood and some Bayes estimators for Maxwell distribution based on non-informative priors. Baghdad Science Journal 10(2), 480–488.
  5. Arslan, O., 2008. An alternative multivariate skew-slash distribution. Statist. Probab. Lett. 78, 2756–2761.
  6. Arslan, O., 2009. Maximum likelihood parameter estimation for the multivariate skew-slash distribution. Statist. Probab. Lett. 79, 2158–2165.
  7. Arslan, O. and Genc, A.I., 2009. A generalization of the multivariate slash distribution. J. Statist. plann. Inference 139, 1164–1170.
  8. Arslan, T., Acitas, S. and Senoglu, B., 2017. Estimating the location and scale parameters of the Maxwell distribution, Data Science, Statistics and Visualisation Conference, Lisboa.

Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Publication Date

March 1, 2020

Submission Date

March 14, 2019

Acceptance Date

October 7, 2019

Published in Issue

Year 2020 Volume: 33 Number: 1

APA
Acıtaş, Ş., Arslan, T., & Şenoğlu, B. (2020). Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications. Gazi University Journal of Science, 33(1), 249-263. https://doi.org/10.35378/gujs.539929
AMA
1.Acıtaş Ş, Arslan T, Şenoğlu B. Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications. Gazi University Journal of Science. 2020;33(1):249-263. doi:10.35378/gujs.539929
Chicago
Acıtaş, Şükrü, Talha Arslan, and Birdal Şenoğlu. 2020. “Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications”. Gazi University Journal of Science 33 (1): 249-63. https://doi.org/10.35378/gujs.539929.
EndNote
Acıtaş Ş, Arslan T, Şenoğlu B (March 1, 2020) Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications. Gazi University Journal of Science 33 1 249–263.
IEEE
[1]Ş. Acıtaş, T. Arslan, and B. Şenoğlu, “Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications”, Gazi University Journal of Science, vol. 33, no. 1, pp. 249–263, Mar. 2020, doi: 10.35378/gujs.539929.
ISNAD
Acıtaş, Şükrü - Arslan, Talha - Şenoğlu, Birdal. “Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications”. Gazi University Journal of Science 33/1 (March 1, 2020): 249-263. https://doi.org/10.35378/gujs.539929.
JAMA
1.Acıtaş Ş, Arslan T, Şenoğlu B. Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications. Gazi University Journal of Science. 2020;33:249–263.
MLA
Acıtaş, Şükrü, et al. “Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications”. Gazi University Journal of Science, vol. 33, no. 1, Mar. 2020, pp. 249-63, doi:10.35378/gujs.539929.
Vancouver
1.Şükrü Acıtaş, Talha Arslan, Birdal Şenoğlu. Slash Maxwell Distribution: Definition, Modified Maximum Likelihood Estimation and Applications. Gazi University Journal of Science. 2020 Mar. 1;33(1):249-63. doi:10.35378/gujs.539929

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