The Resource Practical Applications of Bayesian Reliability, Liu, Yan

Practical Applications of Bayesian Reliability, Liu, Yan

Label
Practical Applications of Bayesian Reliability
Title
Practical Applications of Bayesian Reliability
Statement of responsibility
Liu, Yan
Creator
Contributor
Author
Subject
Genre
Language
  • eng
  • eng
Summary
Demonstrates how to solve reliability problems using practical applications of Bayesian models This self-contained reference provides fundamental knowledge of Bayesian reliability and utilizes numerous examples to show how Bayesian models can solve real life reliability problems. It teaches engineers and scientists exactly what Bayesian analysis is, what its benefits are, and how they can apply the methods to solve their own problems. To help readers get started quickly, the book presents many Bayesian models that use JAGS and which require fewer than 10 lines of command. It also offers a number of short R scripts consisting of simple functions to help them become familiar with R coding. Practical Applications of Bayesian Reliability starts by introducing basic concepts of reliability engineering, including random variables, discrete and continuous probability distributions, hazard function, and censored data. Basic concepts of Bayesian statistics, models, reasons, and theory are presented in the following chapter. Coverage of Bayesian computation, Metropolis-Hastings algorithm, and Gibbs Sampling comes next. The book then goes on to teach the concepts of design capability and design for reliability; introduce Bayesian models for estimating system reliability; discuss Bayesian Hierarchical Models and their applications; present linear and logistic regression models in Bayesian Perspective; and more. Provides a step-by-step approach for developing advanced reliability models to solve complex problems, and does not require in-depth understanding of statistical methodology Educates managers on the potential of Bayesian reliability models and associated impact Introduces commonly used predictive reliability models and advanced Bayesian models based on real life applications Includes practical guidelines to construct Bayesian reliability models along with computer codes for all of the case studies JAGS and R codes are provided on an accompanying website to enable practitioners to easily copy them and tailor them to their own applications Practical Applications of Bayesian Reliability is a helpful book for industry practitioners such as reliability engineers, mechanical engineers, electrical engineers, product engineers, system engineers, and materials scientists whose work includes predicting design or product performance
http://library.link/vocab/creatorName
Liu, Yan
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Abeyratne, Athula
  • Safari, an O'Reilly Media Company
Label
Practical Applications of Bayesian Reliability, Liu, Yan
Link
https://learning.oreilly.com/library/view/-/9781119287971/?ar
Instantiates
Publication
Note
  • O'Reilly
  • Electronic resource
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Dimensions
unknown
Edition
First edition.
Extent
1 online resource (320 pages)
Form of item
online
Issuing body
Made available through: Safari, an O'Reilly Media Company.
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
9781119287971
Reproduction note
Electronic reproduction.
Specific material designation
remote
System control number
  • (CaSebORM)9781119287971
  • 9781119287971
  • CaSebORM
System details
Mode of access: World Wide Web
Label
Practical Applications of Bayesian Reliability, Liu, Yan
Link
https://learning.oreilly.com/library/view/-/9781119287971/?ar
Publication
Note
  • O'Reilly
  • Electronic resource
Carrier category
online resource
Carrier category code
  • cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
  • txt
Content type MARC source
rdacontent
Dimensions
unknown
Edition
First edition.
Extent
1 online resource (320 pages)
Form of item
online
Issuing body
Made available through: Safari, an O'Reilly Media Company.
Media category
computer
Media MARC source
rdamedia
Media type code
  • c
Other control number
9781119287971
Reproduction note
Electronic reproduction.
Specific material designation
remote
System control number
  • (CaSebORM)9781119287971
  • 9781119287971
  • CaSebORM
System details
Mode of access: World Wide Web

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