2 papers
cs.LG2012
Small Sample Inference for Generalization Error in Classification Using the CUD Bound
Eric B. Laber, Susan A. Murphy
Confidence measures for the generalization error are crucial when small training samples are used to construct classifiers. A common approach is to estimate the generalization erro…
stat.AP2012
An imputation method for estimating the learning curve in classification problems
Eric B. Laber, Kerby Shedden, Yang Yang
The learning curve expresses the error rate of a predictive modeling procedure as a function of the sample size of the training dataset. It typically is a decreasing, convex functi…