The non-parametric maximum likelihood estimator and semi-parametric regression models are fundamental estimators for interval censored data, along with standard fully-parametric regression models. The R package icenReg is introduced which contains fast, reliable algorithms for fitting these models. In addition, the package contains functions for imputation of the censored response variables and diagnostics of both regression effects and baseline distribution.
机构:
Univ Ulsan, Coll Med, Asan Med Ctr, Dept Clin Epidemiol & Biostat, Seoul 138736, South KoreaUniv Ulsan, Coll Med, Asan Med Ctr, Dept Clin Epidemiol & Biostat, Seoul 138736, South Korea
Han, Seungbong
Andrei, Adin-Cristian
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Northwestern Univ, Feinberg Sch Med, BCVI Clin Trials Unit, Chicago, IL 60611 USAUniv Ulsan, Coll Med, Asan Med Ctr, Dept Clin Epidemiol & Biostat, Seoul 138736, South Korea
Andrei, Adin-Cristian
Tsui, Kam-Wah
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Univ Wisconsin, Dept Stat, Madison, WI 53706 USAUniv Ulsan, Coll Med, Asan Med Ctr, Dept Clin Epidemiol & Biostat, Seoul 138736, South Korea