The Dual-Dagum family of distributions: Properties, regression and applications to COVID-19 data

Author:

Biazatti Elisângela Candeias12,Cordeiro Gauss Moutinho1,de Lima Maria do Carmo Soares1

Affiliation:

1. Department of Statistics, Federal University of Pernambuco, Recife, PE, Brazil

2. Department of Mathematical and Statistics, Federal University of Rondônia, Ji-Paraná, RO, Brazil

Abstract

A new Dual-Dagum-G (DDa-G) family is defined as a good competitor to the Beta-G and Kumaraswamy-G generators, which are widely applied in several areas. Some of its mathematical properties are addressed. We obtain the maximum likelihood estimates, and some simulations prove the consistency of the estimates. The flexibility of this family is shown through a COVID-19 data set. We propose a new regression based on a special distribution of the DDa-G family, and provide a sensitivity analysis by using data from 1,951 COVID-19 patients collected in Curitiba, Brazil.

Publisher

IOS Press

Subject

Applied Mathematics,Modeling and Simulation,Statistics and Probability

Reference34 articles.

1. How to identify a bathtub hazard rate;Aarset;IEEE Transactions on Reliability,1987

2. The beta generalized inverted exponential distribution;Abd El-Bar;International Information Institute,2015

3. The Beta Generalized Inverted Exponential Distribution with real data applications;Abu-Zinadah;Revstat – Statistical Journal,2017

4. Detection of influential observation in linear regression;Cook;Technometrics,1977

5. A new family of generalized distributions;Cordeiro;Journal of Statistical Computation and Simulation,2011

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3