train data using svm and winnow

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Java

i have done part of Naive bayes like this i got perfect train result

// load data
ArffLoader loader = new ArffLoader();
loader.setFile(new File("C:\\student.arff"));
Instances structure = loader.getStructure();
structure.setClassIndex(structure.numAttributes() - 1);

// train NaiveBayes
NaiveBayesUpdateable nb = new NaiveBayesUpdateable();
nb.buildClassifier(structure);
Instance current;
while ((current = loader.getNextInstance(structure)) != null)
nb.updateClassifier(current);


can anybody tell how can i do same in for svm and winnow in java?


Thanks