Literature DB >> 28534799

Expectation Maximization Algorithm for Box-Cox Transformation Cure Rate Model and Assessment of Model Misspecification Under Weibull Lifetimes.

Suvra Pal, Narayanaswamy Balakrishnan.   

Abstract

In this paper, we develop likelihood inference based on the expectation maximization algorithm for the Box-Cox transformation cure rate model assuming the lifetimes to follow a Weibull distribution. A simulation study is carried out to demonstrate the performance of the proposed estimation method. Through Monte Carlo simulations, we also study the effect of model misspecification on the estimate of cure rate. Finally, we analyze a well-known data on melanoma with the model and the inferential method developed here.

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Year:  2017        PMID: 28534799     DOI: 10.1109/JBHI.2017.2704920

Source DB:  PubMed          Journal:  IEEE J Biomed Health Inform        ISSN: 2168-2194            Impact factor:   5.772


  1 in total

1.  Stochastic EM algorithm for generalized exponential cure rate model and an empirical study.

Authors:  Katherine Davies; Suvra Pal; Joynob A Siddiqua
Journal:  J Appl Stat       Date:  2020-06-30       Impact factor: 1.416

  1 in total

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