Penalized Linear Regression: Regulating Linear Regression for Optimum Performance

Training Linear Models: Minimizing Errors and More

Adding a Coefficient Penalty to the OLS Formulation

Other Useful Coefficient Penalties—Manhattan and ElasticNet

Why Lasso Penalty Leads to Sparse Coefficient Vectors

ElasticNet Penalty Includes Both Lasso and Ridge