Example #1
0
void precisionRecall(GArgReader& args)
{
	// Parse options
	unsigned int seed = getpid() * (unsigned int)time(NULL);
	bool ideal = false;
	while(args.next_is_flag())
	{
		if(args.if_pop("-seed"))
			seed = args.pop_uint();
		else if(args.if_pop("-ideal"))
			ideal = true;
		else
			ThrowError("Invalid option: ", args.peek());
	}

	// Load the data
	if(args.size() < 1)
		ThrowError("No dataset specified.");
	GMatrix* pData = loadData(args.pop_string());
	Holder<GMatrix> hData(pData);

	// Instantiate the recommender
	GRand prng(seed);
	GCollaborativeFilter* pModel = InstantiateAlgorithm(prng, args);
	Holder<GCollaborativeFilter> hModel(pModel);
	if(args.size() > 0)
		ThrowError("Superfluous argument: ", args.peek());

	// Generate precision-recall data
	GMatrix* pResults = pModel->precisionRecall(*pData, ideal);
	Holder<GMatrix> hResults(pResults);
	pResults->deleteColumn(2); // we don't need the false-positive rate column
	pResults->print(cout);
}
Example #2
0
void GRecommenderLib::precisionRecall(GArgReader& args)
{
	// Parse options
	unsigned int seed = getpid() * (unsigned int)time(NULL);
	bool ideal = false;
	while(args.next_is_flag())
	{
		if(args.if_pop("-seed"))
			seed = args.pop_uint();
		else if(args.if_pop("-ideal"))
			ideal = true;
		else
			throw Ex("Invalid option: ", args.peek());
	}

	// Load the data
	if(args.size() < 1)
		throw Ex("No dataset specified.");
	GMatrix data;
	loadData(data, args.pop_string());

	// Instantiate the recommender
	GCollaborativeFilter* pModel = InstantiateAlgorithm(args);
	std::unique_ptr<GCollaborativeFilter> hModel(pModel);
	if(args.size() > 0)
		throw Ex("Superfluous argument: ", args.peek());
	pModel->rand().setSeed(seed);

	// Generate precision-recall data
	GMatrix* pResults = pModel->precisionRecall(data, ideal);
	std::unique_ptr<GMatrix> hResults(pResults);
	pResults->deleteColumns(2, 1); // we don't need the false-positive rate column
	pResults->print(cout);
}