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Multiple and Generalized Nonparametric Regression

Language EnglishEnglish
Book Paperback
Book Multiple and Generalized Nonparametric Regression John Fox
Libristo code: 02428662
Publishers SAGE Publications Inc, July 2000
While regression analysis traces the dependence of the distribution of a response variable to see if... Full description
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While regression analysis traces the dependence of the distribution of a response variable to see if it bears a particular (linear) relationship to one or more of the predictors, nonparametric regression analysis makes minimal assumptions about the form of relationship between the average response and the predictors. This makes nonparametric regression a more useful technique for analyzing data in which there are several predictors that may combine additively to influence the response. (An example could be something like birth order//gender//and temperament on achievement motivation). Unfortunately, researchers have not had accessible information on nonparametric regression analysis--until now. Beginning with presentation of nonparametric regression based on dividing the data into bins and averaging the response values in each bin, Fox introduces readers to the techniques of kernel estimation, additive nonparametric regression, and the ways nonparametric regression can be employed to select transformations of the data preceding a linear least-squares fit. The book concludes with ways nonparametric regression can be generalized to logit, probit, and Poisson regression.

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About the book

Full name Multiple and Generalized Nonparametric Regression
Author John Fox
Language English
Binding Book - Paperback
Date of issue 2000
Number of pages 96
EAN 9780761921899
ISBN 0761921893
Libristo code 02428662
Weight 130
Dimensions 139 x 215 x 6
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