ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL
Abstract
Explained variation measures are very popular in regression models. They explain the amount of variation in the dependent variable by the explanatory variables. In some situations, a small sample size is available in comparison to the number of explanatory variables. In this case, explained variation measures may become significantly inflated. In order to tackle this problem, adjusted explained variation measures are used. In this work, we propose adjusted explained variation measures depend on the deviance for zero-inflated Poisson regression model (ZIPRM). We compare the performance of the suggested measures with that of the unadjusted explained variation measures for the ZIPRM using a Monte Carlo simulation experiment and real datasets.
Keywords
Thanks
The authors are very grateful to the University of Mosul/ College of Education for Pure Science and College of Computers Sciences and Mathematics for their provided facilities, which helped to improve the quality of this work.
References
- [1] Cameron, A. C. and Windmeijer, F. A., (1996), R-squared measures for count data regression models with applications to health-care utilization, Journal of Business and Economic Statistics, 14(2) pp. 209-220.
- [2] Mittlbock, M., and Waldhor, T., (2000), Adjustments for R2-measures for Poisson regression models, Computational statistics and data analysis, 34(4) pp. 461-472.
- [3] Mohammadi, A., Shadrokh, A., and Yarmohammadi, M., (2025), Stochastic expectation maximization algorithm for exponential-poisson distribution under type-I progressive interval censoring, TWMS Journal of Applied and Engineering Mathematics, 15(8), pp. 2019-2030.
- [4] King, G., (1989), Event count models for international relations: Generalizations and applications, International Studies Quarterly, 33(2), pp. 123-147.
- [5] Lambert, D., (1992), Zero-inflated Poisson regression, with an application to defects in manufacturing, Technometrics, 34(1), pp. 1-14.
- [6] Greene, W. H., (1994), Accounting for excess zeros and sample selection in Poisson and negative binomial regression models, NYU working paper no. EC-94-10.
- [7] Rashad, N. and Hammoud, N., (2024), Biased Estimators in Zero-Inflated Poisson Regression Model in the Presence of Multicollinearity: Subject Review, College of Basic Education Research Journal, 20(1) pp. 819-842.
- [8] Alangood, H. N., Algamal, Z. Y., and Khaleel, M. A., (2024), Variable selection in Poisson regression model based on chaotic meta-heuristic search algorithm, BIO Web of conferences, 97, pp. 00161.
Details
Primary Language
English
Subjects
Statistics (Other)
Journal Section
Research Article
Publication Date
May 4, 2026
Submission Date
April 2, 2025
Acceptance Date
July 3, 2025
Published in Issue
Year 2026 Volume: 16 Number: 5
APA
Al-Taweel, Y., & Algamal, Z. Y. (2026). ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL. TWMS Journal of Applied and Engineering Mathematics, 16(5), 552-562. https://izlik.org/JA59SZ89JY
AMA
1.Al-Taweel Y, Algamal ZY. ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL. JAEM. 2026;16(5):552-562. https://izlik.org/JA59SZ89JY
Chicago
Al-Taweel, Younus, and Zakariya Yahya Algamal. 2026. “ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL”. TWMS Journal of Applied and Engineering Mathematics 16 (5): 552-62. https://izlik.org/JA59SZ89JY.
EndNote
Al-Taweel Y, Algamal ZY (May 1, 2026) ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL. TWMS Journal of Applied and Engineering Mathematics 16 5 552–562.
IEEE
[1]Y. Al-Taweel and Z. Y. Algamal, “ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL”, JAEM, vol. 16, no. 5, pp. 552–562, May 2026, [Online]. Available: https://izlik.org/JA59SZ89JY
ISNAD
Al-Taweel, Younus - Algamal, Zakariya Yahya. “ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL”. TWMS Journal of Applied and Engineering Mathematics 16/5 (May 1, 2026): 552-562. https://izlik.org/JA59SZ89JY.
JAMA
1.Al-Taweel Y, Algamal ZY. ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL. JAEM. 2026;16:552–562.
MLA
Al-Taweel, Younus, and Zakariya Yahya Algamal. “ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL”. TWMS Journal of Applied and Engineering Mathematics, vol. 16, no. 5, May 2026, pp. 552-6, https://izlik.org/JA59SZ89JY.
Vancouver
1.Younus Al-Taweel, Zakariya Yahya Algamal. ADJUSTED EXPLAINED VARIATION MEASURE FOR ZERO-INFLATED POISSON REGRESSION MODEL. JAEM [Internet]. 2026 May 1;16(5):552-6. Available from: https://izlik.org/JA59SZ89JY