Yu-Chen Fu, Ph.D.Professor
School of Computer Science & Engineering
Email: yuchenfu@cslg.edu.cn
Diplomas:
Sept.1994-Jun.1997: M.S., Wuhan University
Sept.1997-Jun.2003: Ph.D., Wuhan University
Research Activities:
1997-2004: Lecturer, Wuhan University
2004-2012: Associate Professor, Soochow University
2012-2016: Professor, Suzhou Industrial Park Institute of Services Outsourcing
2016- : Professor, Changshu Institute of Technology
Research Fields:
Robot Learning; Data Science & Big Data Technology
Selected recent publications
1、Electrocardiogram generation with a bidirectional LSTM-CNN generative adversarial network. Zhu, Fei; Ye, Fei; Fu, Yuchen; Liu, Quan; Shen, Bairong* .Scientific Reports, 2019, 9: 0-6734. SCIE.
2. SARSA Based Access Control with Approximation by TileCoding. Zhu, Fei*; Peng, Pai; Liu, Quan; Fu, Yuchen; Zhong, Shan. Computer Science and Information Systems, 2019, 16(3): 689-704. SCIE.
3. ECG Generation With Sequence Generative Adversarial Nets Optimized by Policy Gradient. Ye, Fei; Zhu, Fei; Fu, Yuchen; Shen, Bairong. IEEE Access, 2019, 7: 159369-159378. SCIE.
4. 基于视觉注意力机制的异步优势行动者-评论家算法. 李杰; 凌兴宏; 伏玉琛; 刘全. 计算机科学, 2020, (01): (93-106) . EI .
5. 基于双深度网络的安全深度强化学习方法. 朱斐; 吴文; 伏玉琛; 刘全. 计算机学报, 2019, (08): 1812-1826. EI
6. 一种最大置信上界经验采样的深度Q网络方法. 朱斐; 吴文; 刘全; 伏玉琛. 计算机研究与发展, 2018, (08): 1694-1705. EI
7. A kernel based true online Sarsa(lambda) for continuous space control problems. Zhu Fei*; Zhu Haijun*; Fu Yuchen*; Chen Donghuo*; Zhou Xiaoke*. Computer Science and Information Systems, 2017, 14(3): 789-804. SCIE.
8. 一种不稳定环境下的策略搜索及迁移方法. 朱斐; 刘全; 傅启明; 陈冬火; 王辉; 伏玉琛. 电子学报, 2017, (02): 257-266. EI .
9. 基于可中断Option的在线分层强化学习方法. 朱斐; 许志鹏; 刘全; 伏玉琛; 王辉. 通信学报, 2016, (06): 65-74. EI .
10. Learn to Human-level Control in Dynamic Environment Using Incremental Batch Interrupting Temporal Abstraction. Fu, Yuchen; Xu, Zhipeng; Zhu, Fei; Liu, Quan; Zhou, Xiaoke. Computer Science and Information Systems, 2016, 13(2): 561-577. SCIE.
11. A Kernel-Based Sarsa(lambda) Algorithm with Clustering-Based Sample Sparsification. Zhu Haijun; Zhu Fei; Fu Yuchen*; Liu Quan; Zhai Jianwei; Sun Cijia; Zhang Peng. 23rd International Conference on Neural Information Processing (ICONIP), 2016-10-16-2016-10-21
12. 基于自适应归一化RBF网络的Q-V值函数协同逼近模型. 刘全; 肖 飞; 傅启明; 伏玉琛; 周小科; 朱 斐. 计算机学报, 2015, 38(7): 1386-1396. EI.
13. Segmentation of Neuronal Structures Using SARSA (lambda)-Based Boundary Amendment with Reinforced Gradient-Descent Curve Shape Fitting. Zhu, Fei; Liu, Quan; Fu, Yuchen; Shen, Bairong*. PLos One, 2014, 9(3): 0-e90873. SCIE.
14. Experience Replay for Least-Squares Policy Iteration. Quan Liu; Xin Zhou; Qiming Fu; Fei Zhu; Yuchen Fu. IEEE/CAA Journal of Automatica Sinica, 2014, 1(3): 274-281
15. Unregistered Biological Words Recognition by Q-Learning with Transfer Learning. Zhu, Fei; Liu, Quan; Wang, Hui; Zhou, Xiaoke; Fu, Yuchen. The Scientific World Journal, 2014, 2(1): 1-10. SCIE.
16. A Collaborative Recommend Algorithm Based on Bipartite Community. Fu, Yuchen; Liu, Quan; Cui, Zhiming. The Scientific World Journal, 2014, 13(1): 1-6. SCIE.
17. Research of Blog Community Detection Based on FCA. Yuchen Fu, Zhiming Cui. International Journal on Data Mining and Intelligent Information Technology Applications., 2014, 4(1): 26-33
18. A Reward Optimization Method Based on Action Subrewards in Hierarchical Reinforcement Learning. Yuchen Fu, Quan Liu, Xionghong Ling, and Zhiming Cui. The Scientific World Journal, 2014, 2014(2014): 1-6. SCIE.
19. 一种用于连续动作空间的最小二乘行动者-评论家方法. 朱斐; 刘全; 傅启明; 伏玉琛. 计算机研究与发展, 2014, (03): 548-558. EI .
20. 一种最大集合期望损失的多目标Sarsa(λ)算法. 刘全; 李瑾; 傅启明; 崔志明; 伏玉琛. 电子学报, 2013, (08): 1469-1473. EI.
21. 一种高斯过程的带参近似策略迭代算法。 傅启明; 刘 全; 伏玉琛; 周谊成; 于俊. 软件学报, 2013, 39(9): 2676-2686. EI.
22. RESEARCH OF AN OFF-POLICY BF OPTIMIZATION ALGORITHM BASED ON CROSS-ENTROPY METHOD. YUCHEN FU*; XUWEN SONG. International Journal of Complex Systems – Computing, Sensing and Control, 2013, 1(1): 107-117
23. A GRADIENT DESCENT SARSA(lambda) ALGORITHM BASED ON THE ADAPTIVE REWARD-SHAPING MECHANISM. Liu, Quan; Fu, QiMing; Xiao, Fei; Fu, YuChen. Intelligent Automation and Soft Computing, 2013, 19(4): 599-612. SCIE.
24. Research of QoS Routing Algorithm in Ad Hoc Networks based on Reinforcement Learning. Fu, Yuchen; Liu, Quan. ELEKTRONIKA IR ELEKTROTECHNIKA, 2013, 19(2): 83-87. SCIE.
25.一种三角形网格空洞修复算法. 刘全; 杨凯; 伏玉琛; 张书奎. 电子学报, 2013, 41(2): 209-213. EI,ISTP.
