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Science/Engineering Statistical Mechanics, Third Edition
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Science/Engineering Multivariable Model - Building: A Pragmatic Approach to Regression Anaylsis based on Fractional Polynomials for Modelling Conti

Posted on 2010-03-15




Name:Science/Engineering Multivariable Model - Building: A Pragmatic Approach to Regression Anaylsis based on Fractional Polynomials for Modelling Conti
ASIN/ISBN:0470028424
Language:English
File size:7.1 Mb
Publish Date: 2008-07-08
ISBN: 0470028424
Pages: 322 pages
File Type: PDF
File Size: 7,1 MB
Other Info: Wiley
   Science/Engineering Multivariable Model - Building: A Pragmatic Approach to Regression Anaylsis based on Fractional Polynomials for Modelling Conti



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Patrick Royston, Willi Sauerbrei “Multivariable Model - Building: A Pragmatic Approach to Regression Anaylsis based on Fractional Polynomials for Modelling Continuous Variables"

Multivariable regression models are of fundamental importance in all areas of science in which empirical data must be analyzed. This book proposes a systematic approach to building such models based on standard principles of statistical modeling. The main emphasis is on the fractional polynomial method for modeling the influence of continuous variables in a multivariable context, a topic for which there is no standard approach. Existing options range from very simple step functions to highly complex adaptive methods such as multivariate splines with many knots and penalisation. This new approach, developed in part by the authors over the last decade, is a compromise which promotes interpretable, comprehensible and transportable models.

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