2 search results - page 1 / 1 » Algorithmic Stability and Sanity-Check Bounds for Leave-one-... |
COLT
1997
Springer
13 years 9 months ago
1997
Springer
: In this paper we prove sanity-check bounds for the error of the leave-one-out cross-validation estimate of the generalization error: that is, bounds showing that the worst-case e...
COLT
1999
Springer
13 years 9 months ago
1999
Springer
The empirical error on a test set, the hold-out estimate, often is a more reliable estimate of generalization error than the observed error on the training set, the training estim...