Concepedia

Practical variable selection for generalized additive models

Giampiero Marra, Simon N. Wood

Computational Statistics & Data Analysis · 2011 · 860 citations · 46 references

Concepts

BusinessBiostatisticsStatistical ModelingGeneralized Linear ModelsModel SelectionModel Selection For Categorical DataStatistical InferenceVariable SelectionAdditive Genetic ModelsExplanatory Variable SelectionGeneralized Additive Models With Polynomial TermsGeneralized Estimating EquationsSpike-and-slab Variable Selection

References

46

R: A Language and Environment for Statistical Computing

R Core Team · 2000 · 353K citations · Full text

Natural Sciences, Computer Science, Statistical Computing +10

Regression Shrinkage and Selection Via the Lasso

Robert Tibshirani · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 1996 · 51.8K citations

Business, Biostatistics, Computer Science +17

Least angle regression

Bradley Efron, Trevor Hastie, Iain M. Johnstone et al. · The Annals of Statistics · 2004 · 9.5K citations · Full text

Computing, Biostatistics, Computer Science +13

Generalized Additive Models.

Richard A. Brown, Trevor Hastie, Robert Tibshirani · Biometrics · 1991 · 8.3K citations

Generalized Additive Models.

Robert A. Koyak, T. J. Hastie, Ryan J. Tibshirani · Journal of the American Statistical Association · 1991 · 7.7K citations