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Generalized Additive Models; Some Applications

Journal of the American Statistical Association, 1985
Abstract Generalized additive models have the form η(x) = α + σ fj (x j ), where η might be the regression function in a multiple regression or the logistic transformation of the posterior probability Pr(y = 1 | x) in a logistic regression. In fact, these models generalize the whole family of generalized linear models η(x) = β′x, where η(x) = g(μ(x ...
Trevor Hastie, Robert Tibshirani
openaire   +1 more source

Generalized additive models for medical research

Statistical Methods in Medical Research, 1995
This article reviews flexible statistical methods that are useful for characterizing the effect of potential prognostic factors on disease endpoints. Applications to survival models and binary outcome models are illustrated.
T, Hastie, R, Tibshirani
openaire   +2 more sources

Generalized Additive Models

2003
The models fit in Chap. 2 have two limitations. First, the conditional distribution of the response, given the predictors, is assumed to be Gaussian. Second, only a single predictor is allowed to have a smooth nonlinear effect—the other predictors are modeled linearly.
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Additive and generalized additive models: A survey [PDF]

open access: possible, 1998
This paper is the attempt to summarize the state of art in additive and generalized additive models (GAM). The emphasis is on approaches and numerical procedures which have emerged since the monograph of Hastie and Tibshirani (1990) although reconsidering certain aspects of their work.
Schimek, Michael G., Turlach, Berwin A.
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Generalized Additive Models: An Introduction With R

Technometrics, 2007
(2007). Generalized Additive Models: An Introduction With R. Technometrics: Vol. 49, No. 3, pp. 360-361.
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Additive and Generalized Additive Models

2018
Xiaofeng Wang   +2 more
openaire   +1 more source

Generalized Additive Models.

Journal of the American Statistical Association, 1991
Robert A. Koyak   +2 more
openaire   +2 more sources

Scalable Visualization Methods for Modern Generalized Additive Models

Journal of Computational and Graphical Statistics, 2020
Matteo Fasiolo   +2 more
exaly  

Multivariate functional generalized additive models

Journal of Statistical Computation and Simulation, 2022
Kuangnan Fang, Qingzhao Zhang
exaly  

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