Shown below are average cross-validation balanced error rates of UCI datasets (with 10 90:10 train validation splits)

Dataset
Nearest means
Naive bayes
Least squares (on std data, eta=.001, term=.001)
Hinge loss (on std data, eta=.001, term=.000001)
Breast cancer
15.87 7.15 7.2 4.7
Climate
15.1 21.3 50.0 49.7
Qsar 33.43 23.54 20.9 15.8
Ionosphere 27.97 32.39 20.3 21.1
Micromass 11.7 28.2 No convergence 1.2 (five splits)
Hill valley (standardized) 46.8 48.2 35.4 49.0