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Subjective probability models for lifetimes

Bayesian methods in reliability cannot be fully utilized and understood without full comprehension of the essential differences that exist between frequentist probability and subjective probability. Switching from the frequentist to the subjective approach requires that some fundamental concepts be...

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Autor principal: Spizzichino, Fabio
Lenguaje:eng
Publicado: Taylor and Francis 2001
Materias:
Acceso en línea:http://cds.cern.ch/record/1991436
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author Spizzichino, Fabio
author_facet Spizzichino, Fabio
author_sort Spizzichino, Fabio
collection CERN
description Bayesian methods in reliability cannot be fully utilized and understood without full comprehension of the essential differences that exist between frequentist probability and subjective probability. Switching from the frequentist to the subjective approach requires that some fundamental concepts be rethought and suitably redefined. Subjective Probability Models for Lifetimes details those differences and clarifies aspects of subjective probability that have a direct influence on modeling and drawing inference from failure and survival data. In particular, within a framework of Bayesian theory, the author considers the effects of different levels of information in the analysis of the phenomena of positive and negative aging.The author coherently reviews and compares the various definitions and results concerning stochastic ordering, statistical dependence, reliability, and decision theory. He offers a detailed but accessible mathematical treatment of different aspects of probability distributions for exchangeable vectors of lifetimes that imparts a clear understanding of what the "probabilistic description of aging" really is, and why it is important to analyzing survival and failure data.
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spelling cern-19914362021-04-21T20:28:29Zhttp://cds.cern.ch/record/1991436engSpizzichino, FabioSubjective probability models for lifetimesMathematical Physics and MathematicsBayesian methods in reliability cannot be fully utilized and understood without full comprehension of the essential differences that exist between frequentist probability and subjective probability. Switching from the frequentist to the subjective approach requires that some fundamental concepts be rethought and suitably redefined. Subjective Probability Models for Lifetimes details those differences and clarifies aspects of subjective probability that have a direct influence on modeling and drawing inference from failure and survival data. In particular, within a framework of Bayesian theory, the author considers the effects of different levels of information in the analysis of the phenomena of positive and negative aging.The author coherently reviews and compares the various definitions and results concerning stochastic ordering, statistical dependence, reliability, and decision theory. He offers a detailed but accessible mathematical treatment of different aspects of probability distributions for exchangeable vectors of lifetimes that imparts a clear understanding of what the "probabilistic description of aging" really is, and why it is important to analyzing survival and failure data.Taylor and Francisoai:cds.cern.ch:19914362001
spellingShingle Mathematical Physics and Mathematics
Spizzichino, Fabio
Subjective probability models for lifetimes
title Subjective probability models for lifetimes
title_full Subjective probability models for lifetimes
title_fullStr Subjective probability models for lifetimes
title_full_unstemmed Subjective probability models for lifetimes
title_short Subjective probability models for lifetimes
title_sort subjective probability models for lifetimes
topic Mathematical Physics and Mathematics
url http://cds.cern.ch/record/1991436
work_keys_str_mv AT spizzichinofabio subjectiveprobabilitymodelsforlifetimes