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An alternative version of zero-inflated logarithmic series distribution and some of its applications.
- Source :
-
Journal of Statistical Computation & Simulation . Apr2015, Vol. 85 Issue 6, p1117-1127. 11p. - Publication Year :
- 2015
-
Abstract
- An important drawback of the standard logarithmic series distribution (LSD) in several practical applications is that it excludes the zero observation from its support. The LSD with non-negative support is not much studied in the literature. Recently Kumar and Riyaz [On the zero-inflated LSD and its modification. Statistica (accepted for publication). 2013] considered a distribution in this respect namely ‘zero-inflated logarithmic series distribution (ZILSD)’. Through this paper we propose an alternative form of the ZILSD and study some of its properties. We obtain expressions for its probability-generating function, mean and variance, and develop certain recurrence relations for its probabilities, raw moments and factorial moments. The parameters of the model are estimated by the method of moments and the method of maximum likelihood, and certain test procedures are considered for testing the significance of the additional parameter of the distribution. The distribution has been fitted to certain real-life data sets for illustrating its usefulness compared with certain existing models available in the literature. Further, a simulation study is conducted for assessing the performance of the estimators. [ABSTRACT FROM PUBLISHER]
Details
- Language :
- English
- ISSN :
- 00949655
- Volume :
- 85
- Issue :
- 6
- Database :
- Academic Search Index
- Journal :
- Journal of Statistical Computation & Simulation
- Publication Type :
- Academic Journal
- Accession number :
- 100398363
- Full Text :
- https://doi.org/10.1080/00949655.2013.867347