Abstract
In this paper, we derive the exact expressions, as well as recurrence relations, for the single and product moments of the order statistics (OSs) and record values of the Topp-Leone Lomax (TLLo) distribution proposed by Oguntunde et al. (Wirel Person Commun 109:349–360, 2019). In addition, we study the corresponding L-moments. We estimate the distribution parameters through these L-moments and compare our results to those obtained in other models. Subsequently, motivated by the study of Okorie and Nadarajah (Wirel Person Commun 115:589–596, 2020), we fit the flood level data to the TLLo distribution. Finally, we reveal a relationship between the entropy and the upper and lower record values, as well as OSs.
Similar content being viewed by others
Data Availability
Code Availability
We are using the softwere MATHEMATICA an R to calculate the numeical values.
References
Ahsanullah, M. (1995). Record statistics. Nova Science Publishers.
Ahsanullah, M., & Nevzorov, V. B. (2015). Record via probability theory. Atlantis Press.
Alam, M., Khan, R. U., & Athar, H. (2022). Lower record values from generalized inverse Weibull distribution. Journal of Mathematical Modeling, 10, 93–106.
Alam, M., Khan, M. A., & Khan, R. U. (2020). Characterization of NH distribution through generalized record values. Applied Mathematics E-Notes, 20, 406–414.
Alam, M., Khan, M. A., & Khan, R. U. (2021). On upper \(k\)-record values from the generalized linear exponential distribution. Journal of Statistical Theory and Applications, 20, 289–303.
Alam, M., & Vidovic, Z. (2023). K-th record moments and characterization of inverted Nadarajag–Haghighi distribution. Pakistan Journal of Statistics, 39, 99–113.
Arnold, B. C., Balakrishnan, N., & Nagaraja, H. N. (2008). A first course in order statistics. SIAM Publishers.
Arnold, B. C., Balakrishnan, N., & Nagaraja, H. N. (2011). Records. Wiley.
Asgharzadeha, A., Abdib, M., & Nadarajah, S. (2016). Interval estimation for Gumbel distribution using climate records. Bulletin of the Malaysian Mathematical Sciences Society, 39, 257–270.
Balakrishnan, N., Buono, F., & Longobardi, M. (2022). On cumulative entropies in terms of moments of order statistics. Methodology and Computing in Applied Probability, 24, 345–359.
Balakrishnan, N., & Cohen, A. C. (1992). Order statistics and inference estimation methods. Journal of the Royal Statistical Society, Series A, 155, 307.
Barakat, H. M., & Abd Elgwad, M. A. (2009). Asymptotic behavior of the joint record values, with applications. Statistics and Probability Letters, 124, 13–21.
Barakat, H. M., Ghitany, M. E., & Al-Hussaini, E. K. (2009). Asymptotic distributions of order statistics and record values under the Marshall Olkin parameterization operation. Communications in Statistics: Theory and Methods, 38(13), 2267–2273.
Calì, C., Longobardi, M., & Ahmadi, J. (2017). Some properties of cumulative Tsallis entropy. Physica A, 486, 1012–1021.
Calì, C., Longobardi, M., & Navarro, J. (2020). Properties for generalized cumulative past measures of information. Probability in the Engineering and Informational Sciences, 34, 92–111.
Calì, C., Longobardi, M., & Psarrakos, G. (2021). A family of weighted distributions based on the mean inactivity time and cumulative past entropies. Ricerche di Matematica, 70, 395–409.
Chandler, K. N. (1952). The distribution and frequency of record values. Journal of the Royal Statistical Society, Series B, 14, 220–228.
Chesneau, C., Sharma, V., & Bakouch, H. (2021). Extended Topp–Leone family of distributions as an alternative to beta and Kumaraswamy type distributions: Application to glycosaminoglycans concentration level in urine. International Journal of Biomathematics, 14, 2050088.
Comtet, L. (1974). Advanced combinatiories. D. Riedel Publishing Company.
David, H. A., & Nagaraja, H. N. (2003). Order statistics (3rd ed.). Wiley.
Di Crescenzo, A., & Longobardi, M. (2009). On cumulative entropies. Journal of Statistical Planning and Inference, 139, 4072–4087.
Dumonceaux, R., & Antle, C. E. (1973). Discrimination between the lognormal and Weibull distribution. Technometrics, 15, 923–926.
Glen, A. G., Leemis, L. M., & Barr, D. R. (2001). Order statistics in goodness-of-fit testing. IEEE Transactions on Reliability, 50, 209–213.
Hegazy, Y. A. S., & Green, J. R. (1975). Some new goodness-of-fit tests using order statistics. Journal of the Royal Statistical Society, Series C, 24, 299–308.
Hosking, J. R. M. (1990). L-moments: Analysis and estimation of distributions using linear combinations of order statistics. Journal of the Royal Statistical Society, Series B, 52(1), 105–124.
Kamps, U. (1995). A concept of generalized order statistics. B. G. Teubner.
Longobardi, M. (2014). Cumulative measures of information and stochastic orders. Ricerche di Matematica, 63, 209–223.
Makouei, R., Khamnei, H. J., & Salehi, M. (2021). Moments of order statistics and \(k\)-record values arising from the complementary beta distribution with application. Journal of Computational and Applied Mathematics, 390, 1133–1186.
Mathai, A. M., & Saxena, R. K. (1973). Generalized hyper-geometric functions with applications in statistics and physical science. Lecture notes in mathematics (Vol. 348). Springer.
Mohamed, M. S., Barakat, H. M., Alyami, S. A., & Abd Elgawad, M. A. (2021). Fractional entropy-based test of uniformity with power comparisons. Journal of Mathematics, 2021, Article ID 5331260.
Oguntunde, P. E., Khaleel, M. A., Okagbue, H. T., & Odetunmibi, O. A. (2019). The Topp-Leone Lomax (TLLo) distribution with applications to airbone communication transceiver dataset. Wireless Personal Communications, 109, 349–360.
Okorie, Idika EI.E.., & Nadarajah, S. (2020). A note on “The Topp-Leone Lomax (TLLo) distribution with applications to airbone communication transceiver dataset’’. Wireless Personal Communications, 115, 589–596.
Rao, M., Chen, Y., Vemuri, B., & Wang, F. (2004). Cumulative residual entropy: A new measure of information. IEEE Transactions on Information Theory, 50, 1220–1228.
Shah, I. A., Khan, A. H., & Barakat, H. M. (2014). Random translation, dilation and contraction of order statistics. Statistics and Probability Letters, 92, 209–214.
Shah, I. A., Barakat, H. M., & Khan, A. H. (2018). Characterization of Pareto and power function distributions by conditional variance of order statistics. Comptes Rendus de l’Académie Bulgare des Sciences, 71(3), 313–316.
Shannon, C. E. (1948). A mathematical theory of communication. Bell System Technical Journal, 27, 379–423.
Funding
This research received no external funding.
Author information
Authors and Affiliations
Contributions
MA proposed the concept of the paper and calculated the existing results. HMB contributed in writing original draft preparation and determined the existing results. HSB contributes to the methodology and concepts for the e existing results. CC, HMB and HSB performed revision and improved the quality of the draft. All authors have read and agreed to the published version of the manuscrit.
Corresponding author
Ethics declarations
Conflict of interest
The authors declare no conflict of interest.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Alam, M., Barakat, H.M., Bakouch, H.S. et al. Order Statistics and Record Values Moments from the Topp-Leone Lomax Distribution with Applications to Entropy. Wireless Pers Commun 135, 2209–2227 (2024). https://doi.org/10.1007/s11277-024-11136-w
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11277-024-11136-w