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Comparing performance between log-binomial and robust Poisson regression models for estimating risk ratios under model misspecification

机译：对数二项式和稳健的Poisson回归模型之间的性能比较以评估模型错误指定下的风险比率

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摘要

BackgroundLog-binomial and robust (modified) Poisson regression models are popular approaches to estimate risk ratios for binary response variables. Previous studies have shown that comparatively they produce similar point estimates and standard errors. However, their performance under model misspecification is poorly understood.

机译：背景对数二项式和鲁棒（修正）泊松回归模型是用于估计二进制响应变量风险比的流行方法。先前的研究表明，相对而言，它们会产生相似的点估计值和标准误差。但是，人们对它们在模型错误指定下的性能了解得很少。

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期刊名称 BMC Medical Research Methodology
作者
Wansu Chen; Lei Qian; Jiaxiao Shi; Meredith Franklin;
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作者单位

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年(卷),期 2018(18),-1
年度 2018
页码 63
总页数 12
原文格式 PDF
正文语种
中图分类医院、综合医院;中医院;
关键词
Log-binomial regression Robust (modified) Poisson regression Model misspecification Risk ratio Link function misspecification;

机译：对数二项回归;稳健（修正）泊松回归;模型错误指定;风险比;链接函数错误指定;

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专利

1. Comparing performance between log-binomial and robust Poisson regression models for estimating risk ratios under model misspecification [J] . Wansu Chen, Lei Qian, Jiaxiao Shi, BMC Medical Research Methodology . 2018,第1期

机译：对数二项式和鲁棒Poisson回归模型之间的性能比较，以评估模型错误指定下的风险比率
2. Comparison of robustness to outliers between robust poisson models and log-binomial models when estimating relative risks for common binary outcomes: a simulation study [J] . Wansu Chen, Jiaxiao Shi, Lei Qian, BMC Medical Research Methodology . 2014,第1期

机译：估计常见二元结果的相对风险时，稳健的泊松模型和对数二项式模型之间的异常值的鲁棒性比较：模拟研究
3. Reducing Monte Carlo error in the Bayesian estimation of risk ratios using log-binomial regression models [J] . Salmeron Diego, Cano Juan A., Chirlaque Maria D. Statistics in medicine . 2015,第19期

机译：使用对数二项回归模型减少贝叶斯风险比率估计中的蒙特卡洛误差
4. Modelling of Filariasis in East Java with Poisson Regression and Generalized Poisson Regression Models [C] . Darnah Symposium on Biomathematics . 2016

机译：东爪哇纤维病建模与泊松回归与广义泊松回归模型
5. Comparing Performance of ANOVA to Poisson and Negative Binomial Regression when Applied to Count Data [D] . Soumare, Ibrahim. 2020

机译：将ANOVA对泊松和负二项式回归的表现进行比较计算数据时
6. Comparison of robustness to outliers between robust poisson models and log-binomial models when estimating relative risks for common binary outcomes: a simulation study [O] . Wansu Chen, Jiaxiao Shi, Lei Qian, 2014

机译：估计常见二元结果的相对风险时稳健的泊松模型和对数二项式模型之间的异常值的鲁棒性比较：模拟研究
7. Comparing performance between log-binomial and robust Poisson regression models for estimating risk ratios under model misspecification [O] . Wansu Chen, Lei Qian, Jiaxiao Shi, 2018

机译：比较日志 - 二项式和强大泊松回归模型的性能，以估算模型误操作下的风险比

Comparing performance between log-binomial and robust Poisson regression models for estimating risk ratios under model misspecification

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