Approximate Test Risk Bound Minimization Through Soft Margin Estimation.

Jinyu Li Ming Yuan Chin-Hui Lee

Published in: IEEE Trans. Speech Audio Process. (2007)

Keyphrases

soft margin
upper bound
support vector machine
lower bound
generalization error
generalization ability
objective function
worst case
estimation error
test cases
class conditional
parameter selection
data sets
cross validation
pairwise
naive bayes classifier
perceptron algorithm
support vector
training data