Customer Relationship Management on KDD Cup Direct Mailing RNN Simulator 1998 1.0 (test)
9.66Average Reward ($)SL-RNN + RL-DQN
Evaluation Results
| Method | Links | |
|---|---|---|
| SL-RNN + RL-DQNLearning Paradigm=Hybrid (Supervised + Reinforcement), Training Strategy=Joint training2015.09 | 9.66 | |
| SL-LSTM + RL-DQNLearning Paradigm=Hybrid (Supervised + Reinforcement), Training Strategy=Joint training2015.09 | 9.61 | |
| SL-RNN + RL-DQN*Learning Paradigm=Hybrid (Supervised + Reinforcement), Training Strategy=Separate training2015.09 | 9.49 | |
| RL-RNNLearning Paradigm=Reinforcement Learning2015.09 | 9.39 | |
| SL-LSTM + RL-DQN*Learning Paradigm=Hybrid (Supervised + Reinforcement), Training Strategy=Separate training2015.09 | 9.37 | |
| RL-LSTMLearning Paradigm=Reinforcement Learning2015.09 | 9.35 | |
| DQNLearning Paradigm=Reinforcement Learning2015.09 | 9.14 | |
| RNNLearning Paradigm=Supervised Learning2015.09 | 9.03 | |
| LSTMLearning Paradigm=Supervised Learning2015.09 | 9.01 | |
| DNNLearning Paradigm=Supervised Learning2015.09 | 8.1 |