Chapman & Hall/CRC Monographs on Statistics and Applied Probability- Simultaneous Inference in Regression

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  • Engels
  • Hardcover
  • 9781439828090
  • 19 oktober 2010
  • 292 pagina's
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Samenvatting

The use of simultaneous confidence bands in linear regression is a vibrant area of research. This book presents an overview of the methodology and applications, including necessary background material on linear models.



Simultaneous confidence bands enable more intuitive and detailed inference of regression analysis than the standard inferential methods of parameter estimation and hypothesis testing. Simultaneous Inference in Regression provides a thorough overview of the construction methods and applications of simultaneous confidence bands for various inferential purposes. It supplies examples and MATLAB® programs that make it easy to apply the methods to your own data analysis. The MATLAB programs, along with color figures, are available for download on www.personal.soton.ac.uk/wl/mybook.html

Most of the book focuses on normal-error linear regression models. The author presents simultaneous confidence bands for a simple regression line, a multiple linear regression model, and polynomial regression models. He also uses simultaneous confidence bands to assess part of a multiple linear regression model with the zero function, to compare two regression models, and to evaluate more than two regression models. The final chapter demonstrates the use of simultaneous confidence bands in generalized linear regression models, such as logistic regression models.

This book shows how to employ simultaneous confidence bands to make useful inferences in regression analysis. The topics discussed can be extended to functions other than parametric regression functions, offering novel opportunities for research beyond linear regression models.

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Inhoud

Taal
en
Bindwijze
Hardcover
Oorspronkelijke releasedatum
19 oktober 2010
Aantal pagina's
292
Illustraties
Nee

Betrokkenen

Hoofdauteur
Wei Liu
Hoofduitgeverij
CRC Press Inc

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Extra groot lettertype
Nee
Product breedte
156 mm
Product hoogte
19 mm
Product lengte
234 mm
Studieboek
Nee
Verpakking breedte
156 mm
Verpakking hoogte
234 mm
Verpakking lengte
234 mm
Verpakkingsgewicht
544 g

EAN

EAN
9781439828090

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