Bayesian analysis of zero-inflated distributions

被引：37
|
作者：
Rodrigues, J [1 ]
机构：
[1] Univ Fed Sao Carlos, Dept Estatist, BR-13560 Sao Carlos, SP, Brazil
来源：
COMMUNICATIONS IN STATISTICS-THEORY AND METHODS | 2003年 / 32卷 / 02期
关键词：
augmented data; Gibbs sampling; Poisson distributions; mixture distributions;
D O I：
10.1081/STA-120018186
中图分类号：
O21 [概率论与数理统计]; C8 [统计学];
学科分类号：
020208 ; 070103 ; 0714 ;
摘要：
In this paper zero-inflated distributions (ZID) are studied from the Bayesian point of view using the data augmentation algorithm. This type of discrete model arises in count data with excess of zeros. The zero-inflated Poisson distribution (ZIP) and an illustrative example via MCMC algorithm are considered.
引用
收藏
页码：281 / 289
页数：9
相关论文
共 50 条
  • [1] Full Bayesian significance test for zero-inflated distributions
    Rodrigues, J
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2006, 35 (02) : 299 - 307
  • [2] Bayesian Analysis for the Zero-inflated Regression Models
    Jane, Hakjin
    Kang, Yunhee
    Lee, S.
    Kim, Seong W.
    [J]. KOREAN JOURNAL OF APPLIED STATISTICS, 2008, 21 (04) : 603 - 613
  • [3] Bayesian analysis of zero-inflated regression models
    Ghosh, SK
    Mukhopadhyay, P
    Lu, JC
    [J]. JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2006, 136 (04) : 1360 - 1375
  • [4] A Bayesian analysis of zero-inflated generalized Poisson model
    Angers, JF
    Biswas, A
    [J]. COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2003, 42 (1-2) : 37 - 46
  • [5] Hierarchical Bayesian analysis of correlated zero-inflated count data
    Dagne, GA
    [J]. BIOMETRICAL JOURNAL, 2004, 46 (06) : 653 - 663
  • [6] Bayesian clustering of multiple zero-inflated outcomes
    Franzolini, Beatrice
    Cremaschi, Andrea
    van den Boom, Willem
    De Iorio, Maria
    [J]. PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 2023, 381 (2247):
  • [7] A Bayesian approach to zero-inflated data in extremes
    Quadros Gramosa, Alexandre Henrique
    do Nascimento, Fernando Ferraz
    Castro Morales, Fidel Ernesto
    [J]. COMMUNICATIONS IN STATISTICS-THEORY AND METHODS, 2020, 49 (17) : 4150 - 4161
  • [8] The analysis of zero-inflated count data: Beyond zero-inflated Poisson regression.
    Loeys, Tom
    Moerkerke, Beatrijs
    De Smet, Olivia
    Buysse, Ann
    [J]. BRITISH JOURNAL OF MATHEMATICAL & STATISTICAL PSYCHOLOGY, 2012, 65 (01): : 163 - 180
  • [9] Predicting cyanobacteria abundance with Bayesian zero-inflated models
    Zhang, Yirao
    Peleato, Nicolas M.
    [J]. JOURNAL OF HYDROINFORMATICS, 2023, 25 (06) : 2161 - 2176
  • [10] Zero-inflated models and estimation in zero-inflated Poisson distribution
    Wagh, Yogita S.
    Kamalja, Kirtee K.
    [J]. COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2018, 47 (08) : 2248 - 2265
12345