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Generalized Additive Models (1995)  (Make Corrections)  (450 citations)
Trevor Hastie, Robert Tibshirani
Statistical Science



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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" }
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520   Generalized Linear Models (context) - McCullagh, Nelder - 1989
470   Spline Models for Observational Data (context) - Wahba - 1990
450   Generalized Additive Models - Hastie, Tibshirani - 1990
161   Nonparametric regression and generalized linear models: a ro.. (context) - Green, Silverman - 1994
116   Statistical Models (context) - Chambers, Hastie - 1991
81   Neural networks and related methods for classification (context) - Ripley - 1994
33   Multivariate adaptive regression splines (with discussion (context) - Friedman - 1991
21   Hazard regression - Kooperberg, Stone et al. - 1993
13   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
2   Statistical analsysis in the computer age (context) - Efron, Tibshirani - 1991
2   Warm induction cardioplegia in the infant: a technique to av.. (context) - Williams, Rebeyka et al. - 1990
2   An analysis of gestational age, neonatal size and neonatal d.. (context) - Hastie, Herman - 1990
2   Regression with an ordered categorical response (context) - Hastie, Botha et al. - 1989



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