Accelerated Life Models: Modeling and Statistical Analysis, 1st Edition (Paperback) book cover

Accelerated Life Models

Modeling and Statistical Analysis, 1st Edition

By Vilijandas Bagdonavicius, Mikhail Nikulin

Chapman and Hall/CRC

360 pages

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Description

The authors of this monograph have developed a large and important class of survival analysis models that generalize most of the existing models. In a unified, systematic presentation, this monograph fully details those models and explores areas of accelerated life testing usually only touched upon in the literature.

Accelerated Life Models: Modeling and Statistical Analysis presents models, methods of data collection, and statistical analysis for failure-time regression data in accelerated life testing and for degradation data with explanatory variables. In addition to the classical results, the authors devote considerable attention to models with time-varying explanatory variables and to methods of semiparametric estimation. They also examine the simultaneous analysis of degradation and failure-time data when the intensities of failure in different modes depend on the level of degradation and the values of explanatory variables.

The authors avoid technical details by explaining the ideas and referring to resources where thorough analysis can be found. Whether used for teaching, research or general reference, Accelerated Life Models: Modeling and Statistical Analysis provides new and known models and modern methods of accelerated life data analysis.

Table of Contents

Introduction. Accelerated Life Models (ALT). Statistical Analysis of ALT Data Using Additive Accumulation of Damages (ADD). Statistical Analysis of ALT Data Using CHSH Models. Statistical Analysis of ALT Data Using GPH, GH, and GA. Models. ALT When a Process of Production is Unstable. Model Choice. Analysis of Degradation Data with Covariates. Accelerated Testing of Systems. Asymptotic Methods. Appendix.

About the Authors

Bagdonavicius, Vilijandas; Nikulin, Mikhail

About the Series

Chapman & Hall/CRC Monographs on Statistics and Applied Probability

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Subject Categories

BISAC Subject Codes/Headings:
BUS053000
BUSINESS & ECONOMICS / Quality Control
MAT029000
MATHEMATICS / Probability & Statistics / General
TEC032000
TECHNOLOGY & ENGINEERING / Quality Control