Why does shrinkage help?
Suppose you have an unbiased estimator for the
price of corn and an unbiased estimator for the
number of fouls committed by the leafs.
You can improve each estimate by taking a
weighted average with the other:
For some positive epsilon, this estimate will have
a smaller squared error (but it will be biased).