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gamair
- Referenced in 344 articles
[sw11132]
- scripts used in the book ”Generalized Additive Models: An Introduction with R”, Wood ... comprehensive introduction to linear, generalized linear, generalized additive and mixed models. Moreover, the book contains...
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VGAM
- Referenced in 108 articles
[sw04490]
- VGAM: Vector Generalized Linear and Additive Models , Vector generalized linear and additive models, and associated...
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hgam
- Referenced in 73 articles
[sw11201]
- sparsity-smoothness penalty for high-dimensional generalized additive models. The combination of sparsity and smoothness...
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DPpackage
- Referenced in 70 articles
[sw10495]
- mixed models, and regression data using generalized additive models. The package also contains functions ... Dirichlet process prior, and a general purpose Metropolis sampling algorithm. To maximize computational efficiency...
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gam
- Referenced in 38 articles
[sw07106]
- package gam: Generalized Additive Models. Functions for fitting and working with generalized additive models ... Chambers and Hastie (eds), 1991), and ”Generalized Additive Models” (Hastie and Tibshirani...
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glmnet
- Referenced in 560 articles
[sw08159]
- glmnet: Lasso and elastic-net regularized generalized linear models. Extremely efficient procedures for fitting ... multinomial regression models, poisson regression and the Cox model. Two recent additions are the multiresponse...
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mboost
- Referenced in 67 articles
[sw07331]
- package mboost: Model-Based Boosting. Functional gradient descent algorithm (boosting) for optimizing general risk functions ... base-learners for fitting generalized linear, additive and interaction models to potentially high-dimensional data...
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gamsel
- Referenced in 22 articles
[sw19132]
- package gamsel: Fit Regularization Path for Generalized Additive Models. Using overlap grouped lasso penalties, gamsel...
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gamboostLSS
- Referenced in 15 articles
[sw16111]
- GAMLSS’. Boosting models for fitting generalized additive models for location, shape and scale (’GAMLSS...
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bootlib
- Referenced in 426 articles
[sw40642]
- book is covered in eleven chapters in addition to a bibliography and an appendix. Chapter ... models. Chapter 3 extends the basic ideas to several samples, semiparametric and smooth models. Significance ... resampling methods appropriate for linear regression models, generalized linear models and nonlinear models, and time...
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bamlss
- Referenced in 11 articles
[sw24276]
- Beyond). Infrastructure for estimating probabilistic distributional regression models in a Bayesian framework. The distribution parameters ... smooth, spatial, etc.) similar to a generalized additive model. The conceptual and computational framework...
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spikeSlabGAM
- Referenced in 9 articles
[sw07415]
- additive mixed models. Bayesian variable selection, model choice, and regularized estimation for (spatial) generalized additive...
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COZIGAM
- Referenced in 7 articles
[sw06869]
- Fitting (Unconstrained) Zero-Inflated Generalized Additive Models. R package: COZIGAM Fit a Zero-Inflated Generalized...
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gamlss.dist
- Referenced in 7 articles
[sw21114]
- package gamlss.dist: Distributions for Generalized Additive Models for Location Scale and Shape. The different distributions ... used for the response variables in Generalized Additive Models for Location Scale and Shape...
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VGAMdata
- Referenced in 12 articles
[sw18444]
- package and the book ”Vector Generalized Linear and Additive Models: With an Implementation ... used to illustrate vector generalized linear and additive models (VGLMs/VGAMs), and associated models (Reduced-Rank...
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InterpretML
- Referenced in 8 articles
[sw30904]
- interpretability (ex: linear models, rule lists, generalized additive models), and blackbox explainability techniques for explaining...
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cgam
- Referenced in 5 articles
[sw15309]
- package cgam: Constrained Generalized Additive Model. A constrained generalized additive model is fitted ... maximum likelihood estimator for the constrained generalized additive model is found using an iteratively...
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Indclus
- Referenced in 23 articles
[sw20757]
- algorithm, INDCLUS, that generalizes the Shepard-Arabie ADCLUS (ADditive CLUStering) model and the MAPCLUS algorithm ... sources of data. Like MAPCLUS, the INDCLUS generalization utilizes an alternating least squares method combined...
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gamm4
- Referenced in 6 articles
[sw13220]
- package gamm4: Generalized additive mixed models using mgcv and lme4. Fit generalized additive mixed models...
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scam
- Referenced in 7 articles
[sw15787]
- package scam. Routines for generalized additive modelling under shape constraints on the component functions...