Research Article

MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS

Volume: 39 Number: 2 February 1, 2010
  • Abdullah Yesilova
  • M. Bora Kaydan
  • Yilmaz Kaya
EN TR

MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS

Abstract

As zero-inflated observations occur very often in studies on plant protection, models taking into account zero-inflated observations are frequently required. Especially, zero-inflated observations occur in large numbers for insects whose post-oviposition period lasts long, or that generally lay their eggs during the first days of the oviposition period. For the data used in this study, 1114 (43.84%) of the 2541 observations were zero. In the selection of an appropriate regression model, zeroinflated negative binomial regression was chosen as the best model. In
all regression models, the day of laying and the three different hosts were seen to have a significant effect on daily egg numbers (p < 0.01).

Keywords

References

  1. Agresti, A. Categorical Data Analysis (John and Wiley & Sons, Incorporation, New Jersey, Canada, 1997).
  2. Banik, S. and Kibria, B. M. G. On some discrete models and their comparisons: An empiri- cal comparative study, Proceedings of The 5th Sino-International Symposium on Probability, Statistics, and Quantitative Management KU/FGU/JUFE Taipei, Taiwan, ROC May 17, 41–56, 2008 (ICAQM/CDMS, 2008).
  3. B¨ohning, D. Zero-inflated Poisson models and C.A.MAN: A tutorial collection of evidence, Biometrical Journal 40(6), 833–843, 1998.
  4. B¨ohning, D., Dietz, E. and Schlattmann, P. The zero-inflated Poisson model and the de- cayed, missing and filled teeth index in dental epidemiology, Journal of Royal Statistical Society A 162, 195–209, 1999.
  5. Cameron, A. C. and Trivedi, P. K. Regression Analysis of Count Data (Cambridge University Press, New York, 1998).
  6. Cheung, Y. B.Zero-inflated models for regression analysis of count data: A study of growth and development, Statistics in Medicine 21, 1461–1469, 2002.
  7. Cox, R. Some remarks on overdispersion, Biometrika 70, 269–274, 1983.
  8. Dalrymple, M. L., Hudson, I. L and Ford, R. P. K. Finite mixture, zero-inflated Poisson and Hurdle models with application to SIDS, Computational Statistics & Data Analysis 41, 491–504, 2003.

Details

Primary Language

English

Subjects

Statistics

Journal Section

Research Article

Authors

Abdullah Yesilova This is me

M. Bora Kaydan This is me

Yilmaz Kaya This is me

Publication Date

February 1, 2010

Submission Date

May 12, 2014

Acceptance Date

-

Published in Issue

Year 2010 Volume: 39 Number: 2

APA
Yesilova, A., Kaydan, M. B., & Kaya, Y. (2010). MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS. Hacettepe Journal of Mathematics and Statistics, 39(2), 273-282. https://izlik.org/JA79KD96GD
AMA
1.Yesilova A, Kaydan MB, Kaya Y. MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS. Hacettepe Journal of Mathematics and Statistics. 2010;39(2):273-282. https://izlik.org/JA79KD96GD
Chicago
Yesilova, Abdullah, M. Bora Kaydan, and Yilmaz Kaya. 2010. “MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS”. Hacettepe Journal of Mathematics and Statistics 39 (2): 273-82. https://izlik.org/JA79KD96GD.
EndNote
Yesilova A, Kaydan MB, Kaya Y (February 1, 2010) MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS. Hacettepe Journal of Mathematics and Statistics 39 2 273–282.
IEEE
[1]A. Yesilova, M. B. Kaydan, and Y. Kaya, “MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS”, Hacettepe Journal of Mathematics and Statistics, vol. 39, no. 2, pp. 273–282, Feb. 2010, [Online]. Available: https://izlik.org/JA79KD96GD
ISNAD
Yesilova, Abdullah - Kaydan, M. Bora - Kaya, Yilmaz. “MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS”. Hacettepe Journal of Mathematics and Statistics 39/2 (February 1, 2010): 273-282. https://izlik.org/JA79KD96GD.
JAMA
1.Yesilova A, Kaydan MB, Kaya Y. MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS. Hacettepe Journal of Mathematics and Statistics. 2010;39:273–282.
MLA
Yesilova, Abdullah, et al. “MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS”. Hacettepe Journal of Mathematics and Statistics, vol. 39, no. 2, Feb. 2010, pp. 273-82, https://izlik.org/JA79KD96GD.
Vancouver
1.Abdullah Yesilova, M. Bora Kaydan, Yilmaz Kaya. MODELING INSECT-EGG DATA WITH EXCESS ZEROS USING ZERO-INFLATED REGRESSION MODELS. Hacettepe Journal of Mathematics and Statistics [Internet]. 2010 Feb. 1;39(2):273-82. Available from: https://izlik.org/JA79KD96GD