A clustering cure rate model with application to a sealantstudy

被引:2
|
作者
Gallardo, Diego I. [1 ]
Bolfarine, Heleno [2 ]
Pedroso-de-Lima, Atonio Carlos [2 ]
机构
[1] Univ Antofagasta, Fac Ciencias Basicas, Dept Matemat, Antofagasta, Chile
[2] Univ Sao Paulo, Inst Matemat & Estat, Sao Paulo, Brazil
关键词
Bivariate random effects; competing risks; Dirichlet processes; EM algorithm; latent activation scheme; restricted maximum likelihood; MIXED-EFFECTS MODEL; VARIANCE-COMPONENTS; MIXTURE; LIKELIHOOD; CARCINOMA;
D O I
10.1080/02664763.2016.1267116
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, the destructive negative binomial (DNB) cure rate model with a latent activation scheme [V. Cancho, D. Bandyopadhyay, F. Louzada, and B. Yiqi, The DNB cure rate model with a latent activation scheme, Statistical Methodology 13 (2013b), pp. 48-68] is extended to the case where the observations are grouped into clusters. Parameter estimation is performed based on the restricted maximum likelihood approach and on a Bayesian approach based on Dirichlet process priors. An application to a real data set related to a sealant study in a dentistry experiment is considered to illustrate the performance of the proposed model.
引用
收藏
页码:2949 / 2962
页数:14
相关论文
共 50 条
  • [21] Cure Rate-Based Step-Stress Model
    Pal, Ayan
    Samanta, Debashis
    Kundu, Debasis
    JOURNAL OF STATISTICAL THEORY AND PRACTICE, 2023, 17 (01)
  • [22] Cure Rate-Based Step-Stress Model
    Ayan Pal
    Debashis Samanta
    Debasis Kundu
    Journal of Statistical Theory and Practice, 2023, 17
  • [23] A Cure Rate Model for Exponentially Distributed Lifetimes with Competing Risks
    Pal, Ayan
    Mondal, Shuvashree
    Kundu, Debasis
    JOURNAL OF STATISTICAL THEORY AND PRACTICE, 2021, 15 (01)
  • [24] The destructive negative binomial cure rate model with a latent activation scheme
    Cancho, Vicente G.
    Bandyopadhyay, Dipankar
    Louzada, Francisco
    Bao Yiqi
    STATISTICAL METHODOLOGY, 2013, 13 : 48 - 68
  • [25] A cure rate survival model under a hybrid latent activation scheme
    Borges, Patrick
    Rodrigues, Josemar
    Louzada, Francisco
    Balakrishnan, Narayanaswamy
    STATISTICAL METHODS IN MEDICAL RESEARCH, 2016, 25 (02) : 838 - 856
  • [26] The multivariate leptokurtic-normal distribution and its application in model-based clustering
    Bagnato, Luca
    Punzo, Antonio
    Zoia, Maria G.
    CANADIAN JOURNAL OF STATISTICS-REVUE CANADIENNE DE STATISTIQUE, 2017, 45 (01): : 95 - 119
  • [27] Mixture cure model with an application to interval mapping of quantitative trait loci
    Mengling Liu
    Wenbin Lu
    Yongzhao Shao
    Lifetime Data Analysis, 2006, 12 : 421 - 440
  • [28] COM-Poisson cure rate survival models and an application to a cutaneous melanoma data
    Rodrigues, Josemar
    de Castro, Mario
    Cancho, Vicente G.
    Balakrishnan, N.
    JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2009, 139 (10) : 3605 - 3611
  • [29] Stochastic EM algorithm for generalized exponential cure rate model and an empirical study
    Davies, Katherine
    Pal, Suvra
    Siddiqua, Joynob A.
    JOURNAL OF APPLIED STATISTICS, 2021, 48 (12) : 2112 - 2135
  • [30] Mixture cure model with an application to interval mapping of quantitative trait loci
    Liu, Mengling
    Lu, Wenbin
    Shao, Yongzhao
    LIFETIME DATA ANALYSIS, 2006, 12 (04) : 421 - 440