Data-Driven Models
Data-Driven Models
Empirical forecasting models · Sources
Primary papers, model variants, source notes, and review signals behind the Elastic Net page.
Reference material used for orientation; read primary and academic sources first when claims conflict.
[S1] Reference
Zou and Hastie (2005) -- introduced the elastic net, proved the grouped selection property, and showed the naive elastic net's double shrinkage problem
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[S2] Reference
Friedman, Hastie, Tibshirani (2010) -- glmnet coordinate descent algorithm making elastic net computationally practical for large-scale problems
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[S3] Reference
Zou and Zhang (2009) -- adaptive elastic net achieving oracle properties under weaker conditions than adaptive LASSO
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[S4] Reference
De Mol, Giannone, Reichlin (2008) -- Bayesian interpretation of elastic net in macro forecasting with many predictors
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[S5] Reference
Gu, Kelly, Xiu (2020) -- empirical horse race showing elastic net competitive with neural networks for asset return prediction
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