Predictions, Lasso Regression, Model Averaging, Spline Regression, Crossvalidation.
will touch upon soon, actually include some bias in the model to make it more predictable on new datasets. They overfit less. State-of-the-art selection methods reduce variance by introducing a bit of bias. It is at the intersection of Bias, Variance, and Model Complexity at which the choice for