Large-scle Dataset Data Source LIBSVM epsilon, build by sampling with replacement from DSL&Conf HeteroLR HomoLR HeteroSBT HomoSBT Deployment Role Amount Operating System Host Configuration Storage Deployment Module Exchange 1 CentOS 7.2 4C8G 100G Exchange Host 1 CentOS 7.2 16C32G 500G clustermanager, rollsite, mysql Host 1 CentOS 7.2 16C32G 500G fate_flow, fateboard Host 18 CentOS 7.2 16C32G 500G nodemanger Guest 1 CentOS 7.2 16C32G 500G clustermanager, rollsite, mysql Guest 1 CentOS 7.2 16C32G 500G fate_flow, fateboard Guest 18 CentOS 7.2 16C32G 500G nodemanger Performance Algorithm Time AUC KS Precision Recall HeteroLR 13:36:28 0.769 0.381 0.788 0.789 HomoLR 0:33:56 0.783 0.395 0.687 0.688 HeteroSBT 42:35:27 0.654 0.357 0.776 0.777 HomoSBT 09:08:40 0.631 0.343 0.696 0.695