Competing Risks;
Cure rate models;
Power series distribution;
INFLUENCE DIAGNOSTICS;
REGRESSION-MODELS;
SURVIVAL-DATA;
D O I:
10.1080/03610918.2011.639971
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 article we propose a new cure rate survival model. In our approach the number of competing causes of the event of interest is assumed to follow an exponential discrete power series distribution. An advantage of our model is that it is very flexible, including several particular cases, such as, Bernoulli, geometric, Poisson, etc. Moreover, we derive the appropriate matrices for assessing local influence on the parameter estimates under different perturbation schemes and present some ways to perform global influence analysis. Distribution fitting can be tested for the best fitting in a straightforward way. Maximum likelihood estimation is discussed. Our proposed model is illustrated through cutaneous melanoma data.
机构:
Univ Sao Paulo, Inst Math & Comp Sci, Sao Carlos, SP, Brazil
Univ Fed Sao Carlos, Dept Stat, Sao Carlos, SP, BrazilUniv Sao Paulo, Inst Math & Comp Sci, Sao Carlos, SP, Brazil
Molina, Katy C.
Calsavara, Vinicius F.
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机构:
AC Camargo Canc Ctr, Dept Epidemiol & Stat, Sao Paulo, SP, Brazil
Cedars Sinai Med Ctr, Biostat & Bioinformat Res Ctr, Los Angeles, CA 90048 USAUniv Sao Paulo, Inst Math & Comp Sci, Sao Carlos, SP, Brazil
Calsavara, Vinicius F.
Tomazella, Vera D.
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机构:
Univ Fed Sao Carlos, Dept Stat, Sao Carlos, SP, BrazilUniv Sao Paulo, Inst Math & Comp Sci, Sao Carlos, SP, Brazil
Tomazella, Vera D.
Milani, Eder A.
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h-index: 0
机构:
Univ Fed Goias, Inst Math & Stat, Goiania, Go, BrazilUniv Sao Paulo, Inst Math & Comp Sci, Sao Carlos, SP, Brazil
机构:
Pharmaceut & Med Devices Agcy, Biostat Grp, Ctr Prod Evaluat, Tokyo 1000013, JapanPharmaceut & Med Devices Agcy, Biostat Grp, Ctr Prod Evaluat, Tokyo 1000013, Japan
Asano, Junichi
Hirakawa, Akihiro
论文数: 0引用数: 0
h-index: 0
机构:
Nagoya Univ, Ctr Adv Med & Clin Res, Biostat Sect, Grad Sch Med, Nagoya, Aichi 4668560, JapanPharmaceut & Med Devices Agcy, Biostat Grp, Ctr Prod Evaluat, Tokyo 1000013, Japan
Hirakawa, Akihiro
Hamada, Chikuma
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机构:
Tokyo Univ Sci, Grad Sch Engn, Dept Management Sci, Tokyo 1628601, JapanPharmaceut & Med Devices Agcy, Biostat Grp, Ctr Prod Evaluat, Tokyo 1000013, Japan
机构:
Univ Fed Espirito Santo, Dept Stat, Vitoria, Brazil
Univ Sao Paulo, Hosp Clin HCFMUSP, Fac Med, Div Clin Obstet, Sao Paulo, BrazilUniv Fed Espirito Santo, Dept Stat, Vitoria, Brazil