Some results on stochastic comparisons of two finite mixture models with general components. Issue 2 (3rd April 2023)

• Record Type: Journal Article
• Authors: Kayal, Suchandan; Bhakta, Raju; Balakrishnan, N.
• Is Part Of: Stochastic models. Volume 39:Issue 2(2023)
• Page Start: 363
• Page End: 382
• Publication Date: 2023-04-03
• Subjects: Finite mixture models -- matrix majorization -- p-larger order -- reciprocally majorization order -- T-transform matrix -- usual stochastic order; 60E15; Stochastic processes -- Periodicals; Probabilities -- Periodicals; 519.2
• DOI: 10.1080/15326349.2022.2107666
• Languages: English
• ISSNs: 1532-6349

Abstract

Abstract: Finite mixture (FM) models have found key applications in many fields. Recently, some discussions have been made on comparing finite mixture models. In this paper, we discuss stochastic comparison of two FM models with respect to usual stochastic order when the mixture components have a general family of distributions. This problem has been studied when there is heterogeneity in one parameter (i.e., the distributional parameter), as well as when there is heterogeneity in two parameters (i.e., the distributional parameter and the mixing proportions). The sufficient conditions considered are based on p -larger order and reciprocally majorization order. Several examples have been provided to illustrate the established results.