Journal of Jilin University Science Edition ›› 2024, Vol. 62 ›› Issue (5): 1091-1101.
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WANG Shuying, ZHOU Lifang, CHENG Yunfei
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Abstract: We considered the model averaging problem of the proportional hazard model in the right-censored data with fragmentary covariates. We first used the maximum likelihood estimation method to estimate the parameters in the model, and then used the model averaging method based on the information criterion to select the weights. The simulation results show that the model averaging method has higher prediction accuracy than the model selection method, and the superiority and feasibility of the proposed method are verified by the analysis of breast cancer examples.
Key words: right-censored data, fragmentary covariate, model averaging, proportional hazard model, information criterion
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WANG Shuying, ZHOU Lifang, CHENG Yunfei. Model Averaging Method for Right-Censored Data with Fragmentary Covariates[J].Journal of Jilin University Science Edition, 2024, 62(5): 1091-1101.
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http://xuebao.jlu.edu.cn/lxb/EN/Y2024/V62/I5/1091
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