An iterative procedure computes optimal ridge regularization from generative parameters in fixed-X settings and achieves near-optimal generalization with sample-based estimates across sample sizes, aspect ratios, and noise levels.
hub
A technique for the numerical solution of certain integral equations of the first kind,
1 Pith paper cite this work, alongside 2,030 external citations. Polarity classification is still indexing.
1
Pith paper citing it
2,030
external citations · external index
hub tools
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Optimal ridge regularization revisited
An iterative procedure computes optimal ridge regularization from generative parameters in fixed-X settings and achieves near-optimal generalization with sample-based estimates across sample sizes, aspect ratios, and noise levels.