Benchmarks (Binary Classification)

I will list performance of hector/svm/liblinear on different datasets.

LibSVM has released many datasets, you can find them in http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/

Following are datasets used in benchmarks:

1. heart
2. fourclass

I will do 5-fold cross validation on the dataset, and use AUC as evaluation metric. Following are the results:

DataSet	Method	AUC
heart	FTRL-LR	0.9109
heart	EP-LR	0.8982
heart	CART	0.8231
heart	RDT	0.9155
heart	RF	0.9019
heart	GBDT	0.9061