Accelerated Life Models Modeling and Statistical Analysis Chapman & Hall/CRC Monographs on Statistics and Applied Probability Series
Auteurs : Bagdonavicius Vilijandas, Nikulin Mikhail
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.
Date de parution : 09-2019
15.6x23.4 cm
Date de parution : 11-2001
Ouvrage de 324 p.
15.6x23.4 cm
Thèmes d’Accelerated Life Models :
Mots-clés :
Aft Model; Survival Function Sx; Score Function; Survival Function; Semiparametric Estimation; Accelerated Life Models; Time Dependent Regression; Explanatory Variable; Hazard Rates; Constant Explanatory Variables; Hazard Rate Function; Generalized Weibull Distributions; Maximum Likelihood Estimator; Usual Stress; Vice Versa; Kaplan Meier Estimators; Time Dependent Explanatory Variables; Generalized Loglogistic Distribution; Failure Time Distribution; Discrete Explanatory Variables; Additive Hazards Model; Categorical Explanatory Variables; Baseline Survival Function S0; Baseline Hazard Rate Function; Survival Function S0