Linked from

The 8 pages that link to Ridge regression, each with the reason it gives.

• MulticollinearityRelated: Its penalty stabilizes estimates when predictors are strongly correlated.

• Woodbury matrix identityRelated: The identity connects feature-space and sample-space solutions when one dimension is smaller.