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A 2-Component Laplace Mixture Model: Properties and Parametric Estimations
- Source :
- Mathematics and Statistics. 7:9-16
- Publication Year :
- 2019
- Publisher :
- Horizon Research Publishing Co., Ltd., 2019.
-
Abstract
- Mixture distributions have received considerable attention in life applications. This paper presents a finite Laplace mixture model with two components. We discuss the model properties and derive the parameters estimations using the method of moments and maximum likelihood estimation. We study the relationship between the parameters and the shape of the proposed distribution. The simulation study discusses the effectiveness of parameters estimations of Laplace mixture distribution.
- Subjects :
- Statistics and Probability
0209 industrial biotechnology
Economics and Econometrics
Laplace transform
Component (thermodynamics)
02 engineering and technology
Method of moments (statistics)
Mixture model
Laplace distribution
020901 industrial engineering & automation
Distribution (mathematics)
0202 electrical engineering, electronic engineering, information engineering
Applied mathematics
Mixture distribution
020201 artificial intelligence & image processing
Statistics, Probability and Uncertainty
Mathematics
Parametric statistics
Subjects
Details
- ISSN :
- 23322144 and 23322071
- Volume :
- 7
- Database :
- OpenAIRE
- Journal :
- Mathematics and Statistics
- Accession number :
- edsair.doi...........97f9aa74661d2921a5e7dfa1a366aef4