The multiple imputations based Kaplan-Meier estimator

Sundarraman Subramanian

doi:10.1016/j.spl.2009.05.021

The multiple imputations based Kaplan-Meier estimator

Sundarraman Subramanian

Mathematical Sciences

Research output: Contribution to journal › Article › peer-review

8 Scopus citations

Abstract

We derive the asymptotic distribution of the multiple imputations-based Kaplan-Meier estimator from right censored data with missing censoring indicators. We perform theoretical and numerical comparison studies with a competing semiparametric survival function estimator. We also carry out numerical studies to assess the performance of the proposed estimator when there is model misspecification.

Original language	English (US)
Pages (from-to)	1906-1914
Number of pages	9
Journal	Statistics and Probability Letters
Volume	79
Issue number	18
DOIs	https://doi.org/10.1016/j.spl.2009.05.021
State	Published - Sep 15 2009

All Science Journal Classification (ASJC) codes

Statistics and Probability
Statistics, Probability and Uncertainty

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10.1016/j.spl.2009.05.021

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title = "The multiple imputations based Kaplan-Meier estimator",

abstract = "We derive the asymptotic distribution of the multiple imputations-based Kaplan-Meier estimator from right censored data with missing censoring indicators. We perform theoretical and numerical comparison studies with a competing semiparametric survival function estimator. We also carry out numerical studies to assess the performance of the proposed estimator when there is model misspecification.",

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N2 - We derive the asymptotic distribution of the multiple imputations-based Kaplan-Meier estimator from right censored data with missing censoring indicators. We perform theoretical and numerical comparison studies with a competing semiparametric survival function estimator. We also carry out numerical studies to assess the performance of the proposed estimator when there is model misspecification.

AB - We derive the asymptotic distribution of the multiple imputations-based Kaplan-Meier estimator from right censored data with missing censoring indicators. We perform theoretical and numerical comparison studies with a competing semiparametric survival function estimator. We also carry out numerical studies to assess the performance of the proposed estimator when there is model misspecification.

UR - https://www.scopus.com/pages/publications/68849090032

UR - https://www.scopus.com/inward/citedby.url?scp=68849090032&partnerID=8YFLogxK

U2 - 10.1016/j.spl.2009.05.021

DO - 10.1016/j.spl.2009.05.021

M3 - Article

AN - SCOPUS:68849090032

SN - 0167-7152

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SP - 1906

EP - 1914

JO - Statistics and Probability Letters

JF - Statistics and Probability Letters

IS - 18

ER -

The multiple imputations based Kaplan-Meier estimator

Abstract

All Science Journal Classification (ASJC) codes

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