// Public methods. void RandomForestBuilder::build() { common::debug::print("Creating %d random tree(s)\n", classificatorParameters.RandomTreesCount); Trees trainedRandomTrees; trainedRandomTrees.reserve(classificatorParameters.RandomTreesCount); for (int i = 0; i < classificatorParameters.RandomTreesCount; ++i) { std::vector<int> trainingSet; std::vector<int> outOfBagSet; generateBootStrap(trainingSet, outOfBagSet); RandomTreeBuilder treeBuilder(featuresCollection, trainingSet, classificatorParameters); treeBuilder.build(); trainedRandomTrees.push_back(treeBuilder.getTreeStructure()); common::debug::print("[%d] Trained Random Tree...\n", i + 1); } cleanUp(); forest = new RandomForest(trainedRandomTrees, featuresCollection.size()); }