Degree Type
Dissertation
Date of Award
1987
Degree Name
Doctor of Philosophy
Department
Statistics
Abstract
A hazard function which initially decreases, then drops down to an essentially constant level, and then increases due to aging, often is described as being "U-shaped" or "bathtub-shaped." For such a hazard function h(·), the model interval M is defined as M = m |h(m) = inf h(x), which is an interval over which the hazard rate is constant;Bray et al. (1967) developed the maximum likelihood estimate cx h(·) of a U-shaped hazard function h(·), with cx h(·) certain to equal zero over some open interval, and showed that, if h(·) is "V-shaped," then cx h(·) is strongly consistent at all continuity points of h(·), excepting the "turning point" (i.e., minimizing point, of a "V-shaped" h(·));Let [alpha](n) be such that both [alpha](n) and n/[alpha](n) tend to infinity with n. This dissertation presents a maximum likelihood estimate h(·) of h(·) that is restricted to attain its minimum value at least [alpha](n) consecutive observations. This estimator h(·) everywhere exceeds zero, and is strongly consistent at the continuity points of h(·). While Bray et al. (1967) make use of the well-known "Pooled-Adjacent-Violators" algorithm named by Barlow et al. (1972) for monotone estimation, which involves successive revisions at neighboring observation pairs, the algorithmic computation of h(·) proceeds by successive revisions at neighboring observation triplicates.
DOI
https://doi.org/10.31274/rtd-180813-10635
Publisher
Digital Repository @ Iowa State University, http://lib.dr.iastate.edu/
Copyright Owner
Mong-Hong Lee
Copyright Date
1987
Language
en
Proquest ID
AAI8721903
File Format
application/pdf
File Size
81 pages
Recommended Citation
Lee, Mong-Hong, "Strongly consistent modified maximum likelihood estimation of U-shaped hazard functions " (1987). Retrospective Theses and Dissertations. 11701.
https://lib.dr.iastate.edu/rtd/11701