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Java InstanceList.CrossValidationIterator方法代码示例

本文整理汇总了Java中cc.mallet.types.InstanceList.CrossValidationIterator方法的典型用法代码示例。如果您正苦于以下问题:Java InstanceList.CrossValidationIterator方法的具体用法?Java InstanceList.CrossValidationIterator怎么用?Java InstanceList.CrossValidationIterator使用的例子?那么, 这里精选的方法代码示例或许可以为您提供帮助。您也可以进一步了解该方法所在cc.mallet.types.InstanceList的用法示例。


在下文中一共展示了InstanceList.CrossValidationIterator方法的1个代码示例,这些例子默认根据受欢迎程度排序。您可以为喜欢或者感觉有用的代码点赞,您的评价将有助于系统推荐出更棒的Java代码示例。

示例1: doTraining

import cc.mallet.types.InstanceList; //导入方法依赖的package包/类
private void doTraining(InstanceList trainList)
{
	// train a classifier on the entire training set
	logger.info("Training token classifier on entire data set (size=" + trainList.size() + ")...");
	m_tokenClassifier = m_trainer.train(trainList);

	Trial t = new Trial(m_tokenClassifier, trainList);
	logger.info("Training set accuracy = " + t.getAccuracy());
	
	if (m_numCV == 0)
		return;

	// train classifiers using cross validation
	InstanceList.CrossValidationIterator cvIter = trainList.new CrossValidationIterator(m_numCV, m_randSeed);
	int f = 1;

	while (cvIter.hasNext()) {
		f++;
		InstanceList[] fold = cvIter.nextSplit();

		logger.info("Training token classifier on cv fold " + f + " / " + m_numCV + " (size=" + fold[0].size() + ")...");
		
		Classifier foldClassifier = m_trainer.train(fold[0]);
		Trial t1 = new Trial(foldClassifier, fold[0]);
		Trial t2 = new Trial(foldClassifier, fold[1]);

		logger.info("Within-fold accuracy = " + t1.getAccuracy());
		logger.info("Out-of-fold accuracy = " + t2.getAccuracy());

		/*for (int x = 0; x < t2.size(); x++) {
			logger.info("xxx pred:" + t2.getClassification(x).getLabeling().getBestLabel() + " true:" + t2.getClassification(x).getInstance().getLabeling());
		}*/
		
		for (int i = 0; i < fold[1].size(); i++) {
			Instance inst = fold[1].get(i);
			m_table.put(inst.getName(), foldClassifier);
		}
	}
}
 
开发者ID:kostagiolasn,项目名称:NucleosomePatternClassifier,代码行数:40,代码来源:AddClassifierTokenPredictions.java


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