Flexible Bayesian Regression Modelling

Written By Yanan Fan
Flexible Bayesian Regression Modelling
  • Publsiher : Academic Press
  • Release : 30 October 2019
  • ISBN : 0128158638
  • Pages : 302 pages
  • Rating : 4/5 from 21 reviews
GET THIS BOOKFlexible Bayesian Regression Modelling


Read or download book entitled Flexible Bayesian Regression Modelling written by Yanan Fan which was release on 30 October 2019, this book published by Academic Press. Available in PDF, EPUB and Kindle Format. Book excerpt: Flexible Bayesian Regression Modeling is a step-by-step guide to the Bayesian revolution in regression modeling, for use in advanced econometric and statistical analysis where datasets are characterized by complexity, multiplicity, and large sample sizes, necessitating the need for considerable flexibility in modeling techniques. It reviews three forms of flexibility: methods which provide flexibility in their error distribution; methods which model non-central parts of the distribution (such as quantile regression); and finally models that allow the mean function to be flexible (such as spline models). Each chapter discusses the key aspects of fitting a regression model. R programs accompany the methods. This book is particularly relevant to non-specialist practitioners with intermediate mathematical training seeking to apply Bayesian approaches in economics, biology, finance, engineering and medicine. Introduces powerful new nonparametric Bayesian regression techniques to classically trained practitioners Focuses on approaches offering both superior power and methodological flexibility Supplemented with instructive and relevant R programs within the text Covers linear regression, nonlinear regression and quantile regression techniques Provides diverse disciplinary case studies for correlation and optimization problems drawn from Bayesian analysis ‘in the wild’

Flexible Bayesian Regression Modelling

Flexible Bayesian Regression Modelling
  • Author : Yanan Fan,David Nott,Mike S. Smith,Jean-Luc Dortet-Bernadet
  • Publisher : Academic Press
  • Release Date : 2019-10-30
  • Total pages : 302
  • ISBN : 0128158638
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Summary : Flexible Bayesian Regression Modeling is a step-by-step guide to the Bayesian revolution in regression modeling, for use in advanced econometric and statistical analysis where datasets are characterized by complexity, multiplicity, and large sample sizes, necessitating the need for considerable flexibility in modeling techniques. It reviews three forms of flexibility: methods ...

Bayesian Statistics 9

Bayesian Statistics 9
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  • Publisher : Oxford University Press
  • Release Date : 2011-10-06
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  • ISBN : 0128158638
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Summary : Bayesian statistics is a dynamic and fast-growing area of statistical research and the Valencia International Meetings provide the main forum for discussion. These resulting proceedings form an up-to-date collection of research....

The Oxford Handbook of Applied Bayesian Analysis

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  • Publisher : OUP Oxford
  • Release Date : 2010-03-18
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  • ISBN : 0128158638
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Summary : Bayesian analysis has developed rapidly in applications in the last two decades and research in Bayesian methods remains dynamic and fast-growing. Dramatic advances in modelling concepts and computational technologies now enable routine application of Bayesian analysis using increasingly realistic stochastic models, and this drives the adoption of Bayesian approaches in ...

Journal of the American Statistical Association

Journal of the American Statistical Association
  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2008
  • Total pages : 212
  • ISBN : 0128158638
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Summary : Download or read online Journal of the American Statistical Association written by , published by which was released on 2008. Get Journal of the American Statistical Association Books now! Available in PDF, ePub and Kindle....

Bayesian Statistics 6

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  • Release Date : 1999-08-12
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  • ISBN : 0128158638
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Summary : Bayesian statistics is a dynamic and fast-growing area of statistical research and the Valencia International Meetings provide the main forum for discussion. These resulting proceedings form an up-to-date collection of research....

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Bayesian Hierarchical Models
  • Author : Peter D. Congdon
  • Publisher : CRC Press
  • Release Date : 2019-09-16
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  • ISBN : 0128158638
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Summary : An intermediate-level treatment of Bayesian hierarchical models and their applications, this book demonstrates the advantages of a Bayesian approach to data sets involving inferences for collections of related units or variables, and in methods where parameters can be treated as random collections. Through illustrative data analysis and attention to statistical ...

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  • Release Date : 2002-05-06
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  • ISBN : 0128158638
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Summary : Nonlinear Bayesian modelling is a relatively new field, but one that has seen a recent explosion of interest. Nonlinear models offer more flexibility than those with linear assumptions, and their implementation has now become much easier due to increases in computational power. Bayesian methods allow for the incorporation of prior ...

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  • Author : Thomas Kneib,Gerhard Tutz
  • Publisher : Springer Science & Business Media
  • Release Date : 2010-01-12
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  • ISBN : 0128158638
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Summary : The contributions collected in this book have been written by well-known statisticians to acknowledge Ludwig Fahrmeir's far-reaching impact on Statistics as a science, while celebrating his 65th birthday. The contributions cover broad areas of contemporary statistical model building, including semiparametric and geoadditive regression, Bayesian inference in complex regression models, time ...

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  • Release Date : 2016-05-15
  • Total pages : 250
  • ISBN : 0128158638
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Summary : Offering a detailed and careful explanation of the methods, this book delineates Bayesian non parametric techniques to be used in health care and the statistical evaluation of diagnostic tests to determine accuracy before mass use in practice. Unique to these methods is the incorporation of prior information and elimination of ...

Statistical Theory and Method Abstracts

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  • Publisher : Unknown
  • Release Date : 2001
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  • ISBN : 0128158638
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Summary : Download or read online Statistical Theory and Method Abstracts written by , published by which was released on 2001. Get Statistical Theory and Method Abstracts Books now! Available in PDF, ePub and Kindle....

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Bulletin
  • Author : Anonim
  • Publisher : Unknown
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  • ISBN : 0128158638
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Summary : Download or read online Bulletin written by , published by which was released on 1998. Get Bulletin Books now! Available in PDF, ePub and Kindle....

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  • Author : Abhishek Bishoyi
  • Publisher : Unknown
  • Release Date : 2017
  • Total pages : 212
  • ISBN : 0128158638
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Summary : This dissertation aims at introducing Gaussian process priors on the regression to capture features of dataset more adequately. Three different types of problems occur often in the regression. 1) For the dataset with missing covariates in the semiparametric regression, we utilize Gaussian process priors on the nonparametric component of the regression ...

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  • Release Date : 2011-07-07
  • Total pages : 516
  • ISBN : 0128158638
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Summary : Emphasizing the use of WinBUGS and R to analyze real data, Bayesian Ideas and Data Analysis: An Introduction for Scientists and Statisticians presents statistical tools to address scientific questions. It highlights foundational issues in statistics, the importance of making accurate predictions, and the need for scientists and statisticians to collaborate ...

Dissertation Abstracts International

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  • Author : Anonim
  • Publisher : Unknown
  • Release Date : 2008
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  • ISBN : 0128158638
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Summary : Download or read online Dissertation Abstracts International written by , published by which was released on 2008. Get Dissertation Abstracts International Books now! Available in PDF, ePub and Kindle....

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  • Author : Richard M. Heiberger,Marianne T. Martin
  • Publisher : Unknown
  • Release Date : 1987
  • Total pages : 588
  • ISBN : 0128158638
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Summary : Download or read online Computer Science and Statistics written by Richard M. Heiberger,Marianne T. Martin, published by which was released on 1987. Get Computer Science and Statistics Books now! Available in PDF, ePub and Kindle....