Abstract/Details

Some contributions to survival analysis with change-point and decreasing hazard rate


1996 1996

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Abstract (summary)

The study of change-point in a hazard rate was initiated in Matthews and Farwell (1982) to model the relapse rate of leukemia patients and further developed in Nguyen, Rogers and Walker (1984), Basu, Ghosh and Joshi (1988), and Ghosh, Joshi and Mukhopadhyay (1993). We introduce to this area Bayesian sequential procedures for a, b, and $\tau$, where the hazard rate h(t) of a lifetime random variable is assumed to be a constant equal to a up to time $\tau$ and another constant equal to b thereafter. The stopping time is defined as the first time the corresponding posterior variance falls below a chosen threshold.

Nonparametric Bayesian approaches to decreasing hazard rate and their applications to change-point problem are obtained with the decreased extended gamma process prior, and other choices of prior. Computation of the posteriors with Dykstra-Laud (1981) prior and decreasing hazard rate priors is accomplished by Monte Carlo simulation through an important Polya Urn scheme.

A new formula for exact bias and variance of the Kaplan-Meier Product Limit estimator was developed and computation is accomplished by Monte Carlo simulation. A Bayesian life table analysis to Lindley's (1979) model with decreasing hazard rate and its comparison with Thompson's (1977) model is initiated and extended to some extent.

Indexing (details)


Subject
Statistics;
Biostatistics
Classification
0463: Statistics
0308: Biostatistics
Identifier / keyword
Pure sciences; Biological sciences; Bayesian; nonparametric
Title
Some contributions to survival analysis with change-point and decreasing hazard rate
Author
Zhang, Peter Hangping
Number of pages
97
Publication year
1996
Degree date
1996
School code
0183
Source
DAI-B 58/03, Dissertation Abstracts International
Place of publication
Ann Arbor
Country of publication
United States
ISBN
9780591345568, 0591345560
Advisor
Ghosh, Jayanta K.
University/institution
Purdue University
University location
United States -- Indiana
Degree
Ph.D.
Source type
Dissertations & Theses
Language
English
Document type
Dissertation/Thesis
Dissertation/thesis number
9725657
ProQuest document ID
304263426
Copyright
Database copyright ProQuest LLC; ProQuest does not claim copyright in the individual underlying works.
Document URL
http://search.proquest.com/docview/304263426/abstract
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