Reuters (21578 Distribution 1.0) data set: ... For all experiments on Reuters, 10 binary classifiers are trained one per topic. ... Classification of Reuters ...
Add c times sum of squared values of weights to cost function as regularization ... Selecting Regularization Parameter ... tuning regularization parameter c ...
e.g. Decision Tree, MaxEnt, Winnow, Perceptron ... SOLUTION: Similarity functions Winnow. Use the Balcan ... Run the Winnow algorithm on the combined features ...