Name
Title | ||
|---|---|---|
A Bayesian Semiparametric Analysis of the Reliability and Maintenance of Machine Tools |
Abstract | ||
|---|---|---|
A Bayesian semiparametric proportional hazards model is presented to describe the failure behavior of machine tools. The semiparametric setup is introduced using a mixture of Dirichlet processes prior. A Bayesian analysis is performed on real machine tool failure data using the semiparametric setup, and development of optimal replacement strategies are discussed. The results of the semiparametric analysis and the replacement policies are compared with those under a parametric model. |
Year | DOI | Venue |
|---|---|---|
2003 | 10.1198/004017002188618707 | TECHNOMETRICS |
Keywords | Field | DocType |
Bayesian,Markov chain Monte Carlo,mixtures of Dirichlet processes prior,proportional hazards model,semiparametric inference | Econometrics,Parametric model,Proportional hazards model,Markov chain Monte Carlo,Semiparametric model,Dirichlet distribution,Semiparametric regression,Statistics,Mathematics,Machine tool,Bayesian probability | Journal |
Volume | Issue | ISSN |
45 | 1 | 0040-1706 |
Citations | PageRank | References |
2 | 0.41 | 1 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Jason R. W. Merrick | 1 | 135 | 16.29 |
| Thomas A. Mazzuchi | 2 | 236 | 36.86 |
| Thomas A. Mazzuchi | 3 | 236 | 36.86 |