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A New Hybrid Algorithm Based on the Firefly Algorithm and Cuckoo Search to Estimate Survival Analysis of Truncated Inverse Gompertz Distribution.

Authors :
Ameer Jabbar, Noor Abdul
Kalaf, Bayda Atiya
Source :
Iraqi Journal of Science. 2024, Vol. 65 Issue 2, p891-906. 16p.
Publication Year :
2024

Abstract

This paper introduces the Right Truncated Inverse Gompertz Distribution (RTIGD) with two parameters δ and ϑ with some of its properties as; (Survival Function, Hazard-Function, cumulative distribution function, probability density function, r-th moment, mean, variance, Moment Generating Function, Median, and Mode. In addition, we propose a new hybrid algorithm, namely the firefly Algorithm with Cuckoo Search Algorithm (FA_CSA) to estimate the parameters based on the survival-functions of RTIGD. Simulation is utilized to compare the proposed algorithm with traditional methods, for example, the Maximum Likelihood Estimator and moment method and the standard algorithms Firefly Algorithm and Cuckoo Search. In most cases, the results demonstrate that the proposed algorithm (FA_CSA) provides an accurate estimation for the survival function since it has less mean squared error than the other estimation methods. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00672904
Volume :
65
Issue :
2
Database :
Academic Search Index
Journal :
Iraqi Journal of Science
Publication Type :
Academic Journal
Accession number :
176458610
Full Text :
https://doi.org/10.24996/ijs.2024.65.2.26