MODIFIED INVERSE GENERALIZED EXPONENTIAL DISTRIBUTION: MODEL AND PROPERTIES

Authors

  • Lal Babu Sah Telee Assistant Professor, Department of Management Science, Nepal Commerce Campus, Tribhuvan University, Kathmandu, Nepal
  • Vijay Kumar Professor, Department of Mathematics and Statistics, Deen Dayal Upadhyaya, Gorakhpur University, Gorakhpur, India

DOI:

https://doi.org/10.29121/granthaalayah.v11.i8.2023.5288

Keywords:

Akaike’s Information, Estimation, Goodness of Fit, R- Programming, Survival Function

Abstract [English]

A three parameter continuous probability distribution Modified Inverse Generalized Exponential Distribution: Model and Properties, is introduced in this article. To study the properties of the introduced model, probability distribution, density, survival and hazard rate functions are introduced. A data of real life is used for checking the application. Some important methods of estimation are used for estimation of the constants. Model validation is checked using Akakie’s information, Bayesian Information, Corrected Akaike’s information and Hannan Qiunan Information Criteria as well as by plotting the P-P and Q-Q plots. For testing the goodness of fit Kolmogrov Smirnov test, Anderson darling test and Cramer-von Mises test are used. All the data analysis is performed using R-language programming.

Downloads

Download data is not yet available.

References

Al-saiary, Z. A., Bakoban, R. A., & Al-zahrani, A. A. (2019). Characterizations of the Beta Kumaraswamy Exponential Distribution. Mathematics, 8(1), 23. https://doi.org/10.3390/math8010023. DOI: https://doi.org/10.3390/math8010023

Alqallaf, F. A., & Kundu, D. (2020). A Bivariate Inverse Generalized Exponential Distribution and its Applications in Dependent Competing Risks Model. Communications in Statistics-Simulation and Computation, 1-18. https://doi.org/10.1080/03610918.2020.1821888. DOI: https://doi.org/10.1080/03610918.2020.1821888

Bader, M., & Priest, A. (1982). Statistical Aspects of Fiber and Bundle Strength in Hybrid Composites. In : Hayashi, T., Kawata, S. and Umekawa, S., Eds., Progress in Science and Engineering Composites, ICCM-IV, Tokyo, 1129-1136.

Ceren, Ü. N. A. L., Cakmakyapan, S., & Gamze, Ö. Z. E. L. (2018). Alpha Power Inverted Exponential Distribution : Properties and Application. Gazi University Journal of Science, 31(3), 954-965.

Falgore, J. Y., & Doguwa, S. I. (2020). Kumaraswamy-Odd Rayleigh-G Family of Distributions with Applications. Open Journal of Statistics, 10(04), 719. https://doi.org/10.4236/ojs.2020.104045. DOI: https://doi.org/10.4236/ojs.2020.104045

Ghitany, M. E., Al-Awadhi, F. A., & Alkhalfan, L. (2007). Marshall-Olkin Extended Lomax Distribution and its Application to Censored Data. Communications in Statistics-Theory and Methods, 36(10), 1855-1866. https://doi.org/10.1080/03610920601126571. DOI: https://doi.org/10.1080/03610920601126571

Gupta, R. D., & Kundu, D. (1999). Theory & Methods : Generalized Exponential Distributions. Australian & New Zealand Journal of Statistics, 41(2), 173-188. https://doi.org/10.1111/1467-842X.00072. DOI: https://doi.org/10.1111/1467-842X.00072

Hassan, A. S., & Abd-Allah, M. (2018). Exponentiated Weibull-Lomax Distribution : Properties and Estimation. Journal of Data Science, 16(2), 277-298. https://doi.org/10.6339/JDS.201804_16(2).0004. DOI: https://doi.org/10.6339/JDS.201804_16(2).0004

Ijaz, M., & Asim, S. M. (2019). Lomax Exponential Distribution with an Application to Real-Life Data. PloS one, 14(12). https://doi.org/10.1371/journal.pone.0225827. DOI: https://doi.org/10.1371/journal.pone.0225827

Lai, C. D., Jones, G., & Xie, M. (2016). Integrated Beta Model for Bathtub-Shaped Hazard Rate Data. Quality Technology & Quantitative Management, 13(3), 229-240. https://doi.org/10.1080/16843703.2016.1180028. DOI: https://doi.org/10.1080/16843703.2016.1180028

Lai, C. D., Xie, M., & Murthy, D. N. P. (2003). A Modified Weibull Distribution. IEEE Transactions on Reliability, 52(1), 33-37. https://doi.org/10.1109/TR.2002.805788. DOI: https://doi.org/10.1109/TR.2002.805788

Lemonte, A. J. (2013). A New Exponential-Type Distribution with Constant, Decreasing, Increasing, Upside-Down Bathtub and Bathtub-Shaped Failure Rate Function. Computational Statistics & Data Analysis, 62, 149-170. https://doi.org/10.1016/j.csda.2013.01.011. DOI: https://doi.org/10.1016/j.csda.2013.01.011

Lemonte, A. J., & Cordeiro, G. M. (2013). An Extended Lomax Distribution. Statistics, 47(4), 800-816. https://doi.org/10.1080/02331888.2011.568119. DOI: https://doi.org/10.1080/02331888.2011.568119

Marhall, A.W., & Olkin, I. (1997). A New Method for Adding a Parameter to à Family of Distributions with Application to the Exponential and Weibull Families. Biometrika, 84(3). https://doi.org/10.1093/biomet/84.3.641. DOI: https://doi.org/10.1093/biomet/84.3.641

Maxwell, O., Friday, A. I., Chukwudike, N. C., Runyi, F., & Bright, O. (2019). A Theoretical Analysis of the Odd Generalized Exponentiated Inverse Lomax Distribution. Biom Biostat Int J, 8(1), 17-22. https://doi.org/10.15406/bbij.2019.08.00264. DOI: https://doi.org/10.15406/bbij.2019.08.00264

Moors, J. (1988). A Quantile Alternative for Kurtosis. The Statistician, 37, 25-32. https://doi.org/10.2307/2348376. DOI: https://doi.org/10.2307/2348376

Mudholkar, G. S., & Srivastava, D. K. (1993). Exponentiated Weibull Family for Analyzing Bathtub Failure-Rate Data. IEEE transactions on reliability, 42(2), 299-302. https://doi.org/10.1109/24.229504. DOI: https://doi.org/10.1109/24.229504

Ogunsanya, A. S., Sanni, O. O., & Yahya, W. B. (2019). Exploring Some Properties of Odd Lomax-Exponential Distribution. Annals of Statistical Theory and Applications (ASTA), 1, 21-30.

Rady, E. H. A., Hassanein, W. A., & Elhaddad, T. A. (2016). The Power Lomax Distribution with an Application to Bladder Cancer Data. SpringerPlus, 5(1), 1-22. https://doi.org/10.1186/s40064-016-3464-y. DOI: https://doi.org/10.1186/s40064-016-3464-y

Tang, Y., Xie, M., & Goh, T. N. (2003). Statistical Analysis of a Weibull Extension Model. Communications in Statistics-Theory and Methods, 32(5), 913-928. https://doi.org/10.1081/STA-120019952. DOI: https://doi.org/10.1081/STA-120019952

Usman, M., Shaique, M., Khan, S., Shaikh, R., & Baig, N. (2017). Impact of R&D Investment on Firm Performance and Firm Value : Evidence from Developed Nations (G-7). Revista de Gestão, Finanças e Contabilidade, 7(2), 302-321.

Downloads

Published

2023-09-25

How to Cite

Telee, L. B. S., & Kumar, V. (2023). MODIFIED INVERSE GENERALIZED EXPONENTIAL DISTRIBUTION: MODEL AND PROPERTIES. International Journal of Research -GRANTHAALAYAH, 11(8), 96–111. https://doi.org/10.29121/granthaalayah.v11.i8.2023.5288