基于深度迁移学习的业务流程实例剩余执行时间预测方法*

刘彤,倪维健,孙宇健,曾庆田

Predicting Remaining Business Time with Deep Transfer Learning

Tong Liu,Weijian Ni,Yujian Sun,Qingtian Zeng

表2 对比实验结果

Table 2 Experiment Results

方法 BPIC2012_A BPIC2012_O BPIC2012_W Helpdesk Hospital_Billing TS-set 7.505 8.429 7.392 6.283 51.456 TS-multiset 7.488 8.691 7.203 6.167 51.507 TS-sequence 7.488 8.619 9.612 6.192 51.504 SPN 8.880 8.516 6.385 6.337 78.018 LSTM 3.588 8.021 7.993 3.542 42.050 GRU 3.895 7.324 6.153 3.303 36.691 本文方法(LSTM) 3.489 5.858 5.826 3.357 33.201 本文方法(GRU) 3.512 7.306 6.338 2.677 32.227