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Elastic Net/Evidence
Method evidence record

Elastic Net

Elastic Net is a regularized linear regression method introduced by Zou and Hastie in 2005 that blends the LASSO (L1) and Ridge (L2) penalties, so it performs variable selection and coefficient shrinkage at the same time. It is designed for predictive and explanatory modelling on data with many, possibly correlated, predictors.

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Elastic Net Regularized Regression
Taxonomic method record · ml-model / machine-learning
  • Zou, H. & Hastie, T. (2005). Regularization and Variable Selection via the Elastic Net. Journal of the Royal Statistical Society: Series B, 67(2), 301–320. · DOI 10.1111/j.1467-9868.2005.00503.x
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Related methods

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Same method familyLasso Regressionmachine-suggested · Relational suggestion, not evidence.See alsoLogistic Regressionmachine-suggested · Relational suggestion, not evidence.Same method familyRandom Forestmachine-suggested · Relational suggestion, not evidence.Same method familyRidge Regressionmachine-suggested · Relational suggestion, not evidence.

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Sources

1 recorded citation, copied from the method source record.

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