Bayesian Ideas And Data Analysis An Introduction for Scientists and Statisticians

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  • Engels
  • Hardcover
  • 9781439803547
  • 02 juli 2010
  • 498 pagina's
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Emphasizing the use of WinBUGS and R to analyze real data, thsi book 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 in analyzing data.



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 in analyzing data. The WinBUGS code provided offers a convenient platform to model and analyze a wide range of data.

The first five chapters of the book contain core material that spans basic Bayesian ideas, calculations, and inference, including modeling one and two sample data from traditional sampling models. The text then covers Monte Carlo methods, such as Markov chain Monte Carlo (MCMC) simulation. After discussing linear structures in regression, it presents binomial regression, normal regression, analysis of variance, and Poisson regression, before extending these methods to handle correlated data. The authors also examine survival analysis and binary diagnostic testing. A complementary chapter on diagnostic testing for continuous outcomes is available on the book’s website. The last chapter on nonparametric inference explores density estimation and flexible regression modeling of mean functions.

The appropriate statistical analysis of data involves a collaborative effort between scientists and statisticians. Exemplifying this approach, Bayesian Ideas and Data Analysis focuses on the necessary tools and concepts for modeling and analyzing scientific data.

Data sets and codes are provided on a supplemental website.

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Inhoud

Taal
en
Bindwijze
Hardcover
Oorspronkelijke releasedatum
02 juli 2010
Aantal pagina's
498
Illustraties
Nee

Betrokkenen

Hoofdauteur
Ronald Christensen
Tweede Auteur
Wesley Johnson
Co Auteur
Timothy E Hanson
Hoofduitgeverij
Crc Pr I Llc

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Editie
1
Extra groot lettertype
Nee
Product breedte
180 mm
Product hoogte
29 mm
Product lengte
261 mm
Studieboek
Ja
Verpakking breedte
185 mm
Verpakking hoogte
262 mm
Verpakking lengte
32 mm
Verpakkingsgewicht
1082 g

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EAN
9781439803547

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