(Enter summary)
Abstract: This article
describes flexible statistical methods that may be used to identify and characterize
nonlinear regression effects. These methods are called "generalized
additive models".
For example, a commonly used statistical model in medical research is
the logistic regression model for binary data. Here we relate the mean of the
binary response ¯ = P (y = 1) to the predictors via a linear regression model
and the logit link function:
log (Update)
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BibTeX entry: (Update)
Hastie, T., Tibshirani, R. (1990): Generalized additive models. Chapman and Hall, London. http://citeseer.ist.psu.edu/hastie95generalized.html More
@article{ hastie86generalized,
author = "T. Hastie and R. Tibshirani",
title = "Generalized Additive Models",
journal = "Statistical Science",
volume = "1",
pages = "297--318",
year = "1986",
url = "citeseer.ist.psu.edu/hastie95generalized.html" }
Citations (may not include all citations):
520
Generalized Linear Models (context) - McCullagh, Nelder - 1989
470
Spline Models for Observational Data (context) - Wahba - 1990
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Generalized Additive Models
- Hastie, Tibshirani - 1990
161
Nonparametric regression and generalized linear models: a ro.. (context) - Green, Silverman - 1994
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Statistical Models (context) - Chambers, Hastie - 1991
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Neural networks and related methods for classification (context) - Ripley - 1994
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Multivariate adaptive regression splines (with discussion (context) - Friedman - 1991
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Hazard regression
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Linear smoothers and additive models (with discussion (context) - Buja, Hastie et al. - 1989
7
Wadsworth International Group (context) - Becker, Chambers et al. - 1988
3
Discriminant analysis by mixture estimation (context) - Hastie, Tibshirani - 1995
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Statistical analsysis in the computer age (context) - Efron, Tibshirani - 1991
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Warm induction cardioplegia in the infant: a technique to av.. (context) - Williams, Rebeyka et al. - 1990
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An analysis of gestational age, neonatal size and neonatal d.. (context) - Hastie, Herman - 1990
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