Frailty modeling for clustered survival data: an application to birth interval in Bangladesh

Sharif Mahmood; Begum Zainab; A.H.M. Mahbub Latif

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Frailty modeling for clustered survival data: an application to birth interval in Bangladesh

机译：聚集生存数据的脆弱模型：孟加拉国出生间隔的应用

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The present work demonstrates an application of random effects model for analyzing birth intervals that are clustered into geographical regions. Observations from the same cluster are assumed to be correlated because usually they share certain unobserved characteristics between them. Ignoring the correlations among the observations may lead to incorrect standard errors of the estimates of parameters of interest. Beside making the comparisons between Cox's proportional hazards model and random effects model for analyzing geographically clustered time-to-event data, important demographic and socioeconomic factors that may affect the length of birth intervals of Bangladeshi women are also reported in this paper.

机译：本工作演示了随机效应模型在分析聚类为地理区域的出生间隔中的应用。假设来自同一聚类的观察结果是相关的，因为通常它们之间具有某些未观察到的特征。忽略观察值之间的相关性可能会导致目标参数估计值的标准误不正确。除了比较Cox比例风险模型和随机效应模型以分析地理上聚集的事件发生时间数据外，本文还报道了可能影响孟加拉国妇女生育间隔时间的重要人口统计学和社会经济因素。

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来源
《Journal of applied statistics》 |2013年第12期|2670-2680|共11页
作者
Sharif Mahmood; Begum Zainab; A.H.M. Mahbub Latif;
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作者单位

Institute of Statistical Research and Training (ISRT), University of Dhaka, Dhaka 1000, Bangladesh;

Institute of Statistical Research and Training (ISRT), University of Dhaka, Dhaka 1000, Bangladesh;

Institute of Statistical Research and Training (ISRT), University of Dhaka, Dhaka 1000, Bangladesh;

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正文语种 eng
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关键词
random effects model; birth interval; proportional hazards model; correlated survival data; residual maximum likelihood;

机译：随机效应模型出生间隔比例风险模型;相关的生存数据;剩余最大似然;

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1. ARDO VAN DEN HOUT . Multi‐State Survival Models for Interval‐Censored Data . Boca Raton : CRC Press . ARDO VAN DEN HOUT ARDO ARDO VAN DEN HOUT VAN DEN HOUT . Multi‐State Survival Models for Interval‐Censored Data Multi‐State Survival Models for Interval‐Censored Data . Boca Raton Boca Raton : CRC Press CRC Press . [J] . Jackson Christopher Biometrics: Journal of the Biometric Society : An International Society Devoted to the Mathematical and Statistical Aspects of Biology . 2018,第2期

机译：Ardo van den Hout。用于间隔删除数据的多态生存模型。 Boca Raton：CRC压力机。 Ardo van den Hout Ardo Ardo van den Hout Van Den Hout。用于间隔缓冲数据的多态生存模型，用于间隔禁用数据的多状态生存模型。 Boca Raton Boca Raton：CRC按CRC压力机。
2. Multiple frailty model for clustered interval-censored data with frailty selection [J] . Pan Chun, Cai Bo, Wang Lianming Statistical methods in medical research . 2017,第3期

机译：具有Freailty选择的聚类间隔数据的多个脆弱模型
3. Bayesian Path Specific Frailty Models for Multi-State Survival Data with Applications [J] . de Castro Mario, Chen Ming-Hui, Zhang Yuanye Biometrics: Journal of the Biometric Society : An International Society Devoted to the Mathematical and Statistical Aspects of Biology . 2015,第3期

机译：多状态生存数据的贝叶斯路径特异脆弱模型及其应用
4. PH and Non-PH Frailty Models for Multivariate Survival Data [C] . M. Blagojevic, G. MacKenzie International Workshop on Statistical Modelling; 20040704-08; Florence(IT) . 2004

机译：多变量生存数据的PH和非PH脆弱模型
5. Modeling clustered count and survival data with an application to a school-based smoking prevention study [D] . Siddiqui, Ohidul. 1996

机译：将聚类计数和生存数据建模到基于学校的吸烟预防研究中
6. Modeling successive birth interval of women in Ethiopia: application of parametric shared frailty and accelerated failure time model [O] . Nuru Muhammed Mustefa, Denekew Bitew Belay 2021

机译：埃塞俄比亚妇女连续出生间隔的建模：参数分享的应用和加速失效时间模型
7. Modeling successive birth interval of women in Ethiopia: application of parametric shared frailty and accelerated failure time model [O] . Nuru Muhammed Mustefa, Denekew Bitew Belay 2021

机译：埃塞俄比亚妇女连续出生间隔的建模：参数分享的应用和加速失效时间模型

Frailty modeling for clustered survival data: an application to birth interval in Bangladesh

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