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A Stochastic Version of the EM Algorithm for...
Journal article

A Stochastic Version of the EM Algorithm for Mixture Cure Model with Exponentiated Weibull Family of Lifetimes

Abstract

In this paper, we propose a stochastic approximation to the well-studied expectation–maximization (EM) algorithm for finding the maximum likelihood (ML)-type estimates in situations where missing data arise naturally and a proportion of individuals are immune to the event of interest. A flexible family of three parameter exponentiated Weibull (EW) distributions is assumed to characterize lifetimes of the non-immune individuals as it …

Authors

Pal S; Barui S; Davies K; Mishra N

Journal

Journal of Statistical Theory and Practice, Vol. 16, No. 3,

Publisher

Springer Nature

Publication Date

September 2022

DOI

10.1007/s42519-022-00274-8

ISSN

1559-8608

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