葡京3522新地址

僧德文 

副教授

硕士生导师

计算机科学与技术

机器学习,推荐系统,智能交通系统

Email
sengdw@hdu.edu.cn
Address
东区205
  • 僧德文,男,1977年2月出生,博士/博士后,副教授,硕士生导师,现任浙江航天长峰省重点企业研究院院长助理、软件架构师,杭州神辇汽车服务有限公司副总经理。研究方向为:移动互联网(Android & iOS)、大数据技术、三维可视化技术、智能交通系统(ITS)等。主持或参与完成省部级以上项目8项,厅级项目10项,以第一作者发表学术论文30余篇,其中SCI收录1篇,EI收录22篇,ISTP收录6篇;出版著作1部,教材1部。2006年获国家安全生产科技成果奖二等奖和冶金矿山科学技术二等奖,2010年获浙江省水利科技创新二等奖。2005年入选浙江省教育厅高校优秀青年教师资助对象、2008年入选浙江省水利厅“325拔尖人才工程”、2009年入选浙江省“151人才工程”、2013年入选浙江省青年科学家培养计划。先后被评为浙江省“省直机关优秀共产党员”(2008)、浙江省“省级教坛新秀”(2009)、浙江省“全省杰出青年岗位能手”(2009年);现主持建设浙江省省级精品课程1门,国家自然科学基金面上项目1项。

1.Forecasting traffic flows in irregular regions with multi-graph convolutional network and gated recurrent unit[J]. Frontiers of Information Technology & Electronic Engineering, 2021, 22(9):1179-1193.

 

2.Adaptive Learning User Implicit Trust Behavior Based on Graph Convolution Network[J]. IEEE ACCESS, 2021, 9: 108363-108372.

 

3.Visual Analysis of Deep Q-network[J]. KSII Transactions on Internet and Information Systems, 2021, 15(3): 853-873.

 

4.Spatiotemporal prediction of air quality based on LSTM neural network[J]. Alexandria Engineering Journal, 2021, 60(2): 2021-2032.

 

5.A combined method for short-term traffic flow prediction based on recurrent neural network[J]. Alexandria Engineering Journal, 2021, 60(1): 87-94.

 

6.Item-Based Collaborative Memory Networks for Recommendation[J]. IEEE ACCESS, 2021, 8: 213027-213037.

 

7.Top-N Recommendation based on Mutual Trust and Influence[J]. International Journal of Computers Communications & Control, 2019, 14(4):540-556.

 

8.Finding communities in bicycle sharing system,JOURNAL OF VISUALIZATION. 2019,22(6):1177-1192.

 

9.Visual exploration of mobility dynamics based on multi-source mobility datasets and POI information. JOURNAL OF VISUALIZATION. 2019,22(6):1209-1223

 

10.Exploring the Evolutionary Patterns of Urban Activity Areas Based on Origin-Destination Data. IEEE ACCESS, 2019(7):20416-20431.

 

11.Research on Personalized Recommendation of Educational Resources Based on Big Data. EDUCATIONAL SCIENCES-THEORY & PRACTICE, 2018, 18(5): 1948-1959.

 

12.Stereo vision-based real-time localization of electric vehicle battery in the complex environment. ADVANCED ROBOTICS, 2016,30(16):1050-1060.

Apr. 2020, An irregular region flow prediction method based on multi-graph convolution and GRU.

 

Feb. 2020, A visual analysis method for understanding graph convolutional neural networks.

 

Aug. 2019, A visual analysis method of population travel patterns based on POI and multi-source mobile data sets.

 

Oct. 2019, A personalized recommendation method based on deep learning combined with trust and influence.

 

Jan. 2019, A visual analysis method based on OD data to perceive the evolution law of urban dynamic structure.

 

Jan. 2019, A personalized recommendation method based on the combination of trust and influence.

浙江省“325拔尖人才”

浙江省“151人才”、浙江省“省级教坛新秀”

浙江省“全省杰出青年岗位能手”、浙江省“青年科学家”

浙江省“省直机关优秀共产党员”

以第一作者发表学术论文60余篇,出版著作1部

获国家安全生产科技成果奖二等奖1项;浙江省科学技术进步二等奖1项。