沈波

博士、教授

基本信息

办公电话： 电子邮件： bshen@bjtu.edu.cn
通讯地址：北京交通大学，电子信息工程学院 邮编：100044

教育背景

2006年，毕业于北京交通大学电子信息工程学院，获得通信与信息系统专业工学博士学位；

2006～2008年，于北京交通大学系统科学研究所，从事博士后研究工作，2008.3博士后出站。


工作经历

2008.3～今，于北京交通大学电子信息工程学院从事教学、科研工作。通信与信息系统专业，教授，博士生导师

研究方向

  • 信息网络理论及关键技术
  • 信息处理与人工智能
  • 网络攻防与网络安全
  • 通信工程
  • 人工智能
  • 新一代电子信息技术

招生专业

  • 信息与通信工程硕士
  • 通信工程（含宽带网络、移动通信等）硕士
  • 信息与通信工程博士
  • 人工智能硕士
  • 人工智能博士
  • 新一代电子信息技术（含量子技术等）博士
  • 通信工程（含宽带网络、移动通信等）博士

科研项目

  1. 国家自然科学基金：文本上的因果表示学习和基于反事实的因果推理泛化研究
  2. 国家重点研发计划：社会治理信息系统全周期工程设计方法
  3. 自然科学横向：轻量级MM标识组件定制开发
  4. 重点实验室：基于标识密码的通信安全保护技术研究
  5. 重点实验室：安全数据跨域共享技术研究
  6. 国家重点研发计划：内外网信息受控同步的审判执行流程及节点信息自动发布技术研究
  7. 国家重点研发计划：营运车辆运营保障多源数据挖掘应用关键技术研究
  8. 中央高校基本科研业务课题：基于大数据的网络威胁追踪、溯源、取证关键技术
  9. 产品信息定向收集系统、多数据源处理平台、知识关联分析平台
  10. 新体制雷达系统干扰效果显示软件技术协议
  11. 基于运输企业安全生产管理数据的驾驶员安全评价方法
  12. 国家自然科学基金：互联网用户偏好描述方法、形成机制与演化模式研究
  13. 国家自然科学基金：互联网信息的聚合与观点演化机制研究
  14. 北京市自然基金：互联网信息传播及网络舆论形成机制研究
  15. 北京市教委：首都互联网中微博内容感知及舆情态势预测研究
  16. 基于物联网的轨道交通土建设施监控系统
  17. 太平洋光缆有限公司智慧工厂
  18. 有线电视网络公司办公自动化系统
  19. 地铁计算机和网络设备台帐与故障处理系统
  20. 网络舆论演进行为与预测方法研究
  21. 综合信息平台管理功能开发
  22. 国家自然科学基金：在线社交网络舆论传播演化模式及热点预测方法研究
  23. 北京市自然基金：网络社区舆论趋势预测与观点演化机制研究
  24. 2013网关支撑直放站监管系统维保服务项目
  25. 基于网络环境的软件可信性建模与度量分析软件试制
  26. 北京市教委：首都互联网中微博和即时通信网络舆情关键技术研究
  27. 2012网关支撑直放站监管系统维保服务项目
  28. 网络舆情关键技术研究
  29. 北京市科委：微博内容感知及用户行为挖掘平台的研究
  30. 地铁土建设施档案管理系统
  31. 北京市科委：城市轨道交通车站客流承载能力研究
  32. 红果园：微博等网络即时信息监测方法研究
  33. 2011年网关支撑直放站监管系统维保服务项目
  34. 地铁资源统一编码及接口规范研究
  35. 国际合作：用户行为分析系统的研究
  36. 科技部“863”：轨道交通CPS系统的感知、运行和安全技术应用验证（安全性度量与评估模型）
  37. 博士点基金：个体交互与舆论引导对网络情传播影响的研究
  38. 红果园：网络话题与群体结构分析技术研究
  39. 新技术新应用安全问题战略对策研究——网络话题与群体结构分析技术研究
  40. 北京市科委：互联网舆情监控与预测系统研究及开发
  41. 基本科研业务费：轨道交通数据信息共享和交换平台的研究
  42. 科技部“863”：分布式系统中隐私保护类认证理论与技术研究
  43. 教育部：基于网络舆情研判的高校群体性事件预警与网上应急处理
  44. 有线电视数字化设备管理系统
  45. 地铁运营有限公司桥隧涵养护信息管理系统
  46. 教育部：网络舆情传播与预警关键技术研究
  47. 铁道部网络舆情分析平台关键技术研究

教学工作

开设本科生“网络与通信概论”、“现代信息网络技术”、“计算机网“、“通信网络安全研究性专题”、“信息论”等课程；

开设研究生“数据通信与计算机网”、“无线与移动通信系统”等课程；

开设博士生课程“博弈论”；

指导博士研究生9名；

指导硕士生48名和工程硕士22名。


论文/期刊


  1. Yu Zhong, Bo Shen, Tao Wang. Deconstructing reasoning paths and attending to semantic guidance for document-level relation extraction. Knowledge-Based Systems. 301(2024) 112328. https://doi.org/10.1016/j.knosys.2024.112328
  2. Yu Zhong, Bo Shen, Tao Wang. TGIN: Document-level event extraction with two-phase graph inference network. Neural Networks. 176(2024) 106343. https://doi.org/10.1016/j.neunet.2024.106343
  3. Jinglin Zhang, Bo Shen, Yu Zhang. Learning hierarchy-aware complex knowledge graph embeddings for link prediction. Neural Computing and Applications. 2024, https://doi.org/10.1007/s00521-024-09775-y
  4. Tao Wang, Bo Shen, Jinglin Zhang, Yu Zhong. Knowledge Graph Embedding via Triplet Component Interactions. Neural Processing Letters, 2024,56(1):1-22.
  5. Yu Zhong, Bo Shen, Tao Wang. Jinglin Zhang, Yun Liu. Interaction and Fusion of Rich Textual Information Network for Document-level Relation Extraction. Journal of Universal Computer Science, 2024, 9(30):1112-1136.
  6. Jinglin Zhang, Bo Shen, Tao Wang, Yu Zhong. A semantic guide-based embedding method for knowledge graph completion. Expert Systems. 2024, https://doi.org/10.1111/exsy.13584
  7. Yu Zhong, Bo Shen, Tao Wang. Advancing document-level relation extraction with a syntax-enhanced multi-hop reasoning network. Journal of Intelligent & Fuzzy Systems. 46(2024):9155–9171.
  8. Chao Li, Bo Shen, Yingsi Zhao, Qing-An Zeng. An augmented interpretive framework based on aspect sentiment words aggregation. International Journal of Web and Grid Services. 2024, 1(20):54-73.
  9. Yu Zhang, Bo Shen, Jinglin Zhanga, Zhiyuan Zhang. Effective History and Efficient Integration for Conversational Machine Reading Comprehension. Journal of Intelligent & Fuzzy Systems. 2024:1115–1128.
  10. Yangfan Ou, Bo Shen. A mutual mean teacher framework for cross‑domain aspect‑based sentiment analysis. The Journal of Supercomputing, 2023,19(79):1-23.
  11. Lifu Wang, Bo Shen. On the Parallelization Upper Bound for Asynchronous Stochastic Gradients Descent in Non-convex Optimization. Journal of Optimization Theory and Applications, 196(2023): 900–935.
  12. Tao Wang, Bo Shen, Yu Zhang. SSKGE: a time-saving knowledge graph embedding framework based on structure enhancement and semantic guidance. Applied Intelligence, 2023, https://doi.org/10.1007/s10489-023-04896-8.
  13. Jinglin Zhang, Bo Shen, Tao Wang, Yu Zhong, Converting hyperparameter gamma in distance-based loss functions to normal parameter for knowledge graph completion. Applied Intelligence, 2023, https://doi.org/10.1007/s10489-023-04790-3.
  14. Tao Wang, Bo Shen, Jingling Zhang, Yu Zhong. Improving PLMs for Graph-to-Text Generation by Relational Orientation Attention. Neural Processing Letters, 2023, https://doi.org/10.1007/s11063-023-11292-3.
  15. Fengxiao Yan, Bo Shen, Chenyang Dai. Causality Extraction Cascade Model Based on Dual Labeling. Journal of Advanced Computational Intelligence and Intelligent Informatics, 27(3)2023: 421-430.
  16. Xing Cao, Yingsi Zhao, Bo Shen. Improving and evaluating complex question answering over knowledge bases by constructing strongly supervised data. Neural Computing and Applications, 35(2023)5513–5533.
  17. Chenyang Dai, Bo Shen, Fengxiao Yan. A Joint Model for Target-Oriented Opinion Words Extraction and Sentiment Classification. Journal of Information & Knowledge Management, 21(5)2022:2250097-16, DOI: 10.1142/S0219649222500976.
  18. Ning Liu, Bo Shen. Aspect term extraction via information-augmented neural network. Complex & Intelligent Systems, 9(2022): 537–563.
  19. Yansong Zhang, Bo Shen, Yingsi Zhao. Rational Uniform Consensus with General Omission Failures. Computational Intelligence and Neuroscience, 2022, 9544059, https://doi.org/10.1155/2022/9544059.
  20. Yu Zhang, Bo Shen, Xing Cao. Learn a prior question-aware feature for machine reading comprehension. Frontiers in Physics, 2022, DOI 10.3389/fphy.2022.1085102.
  21. Lifu Wang, Bo Shen, Bo Hu, Xing Cao. On the Provable Generalization of Recurrent Neural Networks. Proceedings of the international conference "Neural Information Processing Systems 2021." (NeurIPS 2021): 20258–20269.
  22. Yansong Zhang, Bo Shen, Yingsi Zhao. Business-Aligned Raft Algorithm in the Consortium with Multiple Permissioned Blockchains. Journal of Computers, 32(3)2021:274-288.
  23. Lifu Wang, Bo Shen, Ning Zhao, Zhiyuan Zhang. Is the Skip Connection Provable to Reform the Neural Network Loss Landscape? Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence 2020 (IJCAI 2020): 2792–2798.
  24. Lifu Wang, Bo Shen. The Collective Behaviors of Self-Excitation Information Diffusion Processes for a Large Number of Individuals. Complexity, 2020, 1861583, https://doi.org/10.1155/2020/1861583.
  25. Ning Liu, Bo Shen. ReMemNN: A novel memory neural network for powerful interaction in aspect-based sentiment analysis. Neurocomputing, 395(2020)66–77. https://doi.org/10.1016/j.neucom.2020.02.018.
  26. Ning Liu, Bo Shen. Aspect-based sentiment analysis with gated alternate neura lnetwork. Knowledge-Based Systems, 188 (2020) 105010. https://doi.org/10.1016/j.knosys.2019.105010.
  27. Ning Liu, Bo Shen, Zhenjiang Zhang, Zhiyuan Zhang and Kun Mi. Attention based Sentiment Reasoner for aspect based sentiment analysis. Hum. Cent. Comput. Inf. Sci. (2019) 9:35, https://doi.org/10.1186/s13673-019-0196-3.
  28. Fu-Juan Xu, Bo Shen, Ya-Juan Wang, Ying-Ji Liu. Vehicle Flow Counting System Based on  Traffic Surveillance Video. Journal of Computers, Vol. 30 No. 4, 2019, pp. 185-192 doi:10.3966/199115992019083004018.
  29. Yu Zhang, Bo Shen, Yi-Chih Kao, Hsin-Hung Chou. A Method of Driving Characteristics Recognition on Vehicle Operation Sequence. Journal of Internet Technology, Volume 20 (2019) No.6. DOI: 10.3966/16079264201910200602.
  30. Yue Shen, Bo Shen, Ying-Ji Liu, Ling-Yun Chi. A Slope Based Selection Algorithm of Optimal Window  in Lagrange Interpolation. Journal of Computers, Vol. 30 No. 5, 2019, pp. 213-219 doi:10.3966/199115992019103005016.
  31. Rui Niu, Bo Shen. Microblog User Interest Mining Based on Improved  TextRank Model. Journal of Computers, Vol. 30 No. 1, 2019, pp. 42-51 doi:10.3966/199115992019023001005.
  32. Tian-zhou Li, Bo Shen, Kun Mi, Yi-Chih Kao, Yong Cui. A Method of Piecewise Hash for Fuzzy Hashing. Journal of Computers, Vol. 30 No. 2, 2019, pp. 150-157 doi:10.3966/199115992019043002013.
  33. Bo Shen, Yi-Chen Liao, Dan Liu and Han-Chieh Chao. A Method of Data Aggregation for Wearable Sensor Systems. Sensors. 2018, 18(9), 3064; doi.org/10.3390/s18093064.
  34. Bo Shen, Zi-Bo Yu, Wei Lu, Yi-Chih Kao. A Distributed Caching Scheme for Improving Read-write Performance of HBase. Journal of Computers. 2018, 29(5):232-243; doi:10.3966/199115992018102905018.
  35. Bo Shen, Jun-Song Fu. A Method of Data Aggregation for Wearable Sensor Systems. Sensors. 2016, 16(7), 954; doi: 10.3390/s16070954.
  36. Shen Bo, Huang Wei, Li XiaoDi. Design and Construction of Distributed JavaScript Parsing System. International Journal of Interdisciplinary Telecommunications and Networking, 2015,6(4):1-14.
  37. Shen Bo, Miao Xing, Zhang Cong, Wang NingWei. Research on Long Transaction Support for HBase. International Journal of u- and e- Service, Science and Technology, 2015, 8(5):263-274.
  38. Shen Bo, Hu BaoWen, Zhang Huan. Method for the analysis of the preferences of network users. IET Networks. 2015,14(103).
  39. Bo Shen, Yun Liu, JunSong Fu. An Integrated Model for Robust Multisensor Data Fusion. Sensors. 2014, 14(10):19669-19686.
  40. Bo Shen, Ningwei Wang, Huihuai Qiu. A New Genetic Algorithm for Overlapping Community Detection. Journal of Internet Technology. 2014,15(7):1143-1150.
  41. Bo Shen, Lei Li, Ning-wei Wang. Application on Web Page Filtering Technology. International Journal of Multimedia and Ubiquitous Engineering. 2014,9(12):405-420.
  42. Shen Bo, Zhao Ying-Si. An experimental study of incremental SVD on latent semantic analysis. Journal of Internet Technology. 2014, 15(1): 47-53.
  43. Bo Shen, Huan Zhang, Baowen Hu. Research on Analysis Method of Network User Preference. 2014 International Conference on Intelligent Information Hiding and Multimedia Signal Processing. 2014.8.27-2014.8.29.
  44. Shen Bo, Zhao Ying-Si. Optimization and Application of OPTICS Algorithm on Text Clustering. Journal of Convergence Information Technology.  2013-7, 6(11):375-383. 
  45. Shen Bo, Liu Yun. Modeling Cascading Failures for Weighted Packet Networks. Journal of Internet Technology. 2011, 12(2): 211-216.
  46. Shen Bo, Liu Yun. Effects of Confidence Scale and Network Structure on Minority Opinion Spreading. International Journal of Modern Physics C. 2010, 21(8):1001-1010.
  47. Shen Bo, Gao Zi-You. Dynamical properties of transportation on complex networks. Physic A. 2008, 387: 1352-1360.
  48. Shen Bo, Gao Zi-You. Phase transition in evolution of traffic flow with scale-free property. Chinese Physics B, 2008-12,17(9), 3284-05.
  49. Shen Bo, Liu Yun. An Opinion Formation Model with Two Stages. International Journal of Modern Physics C. 2007, 18(8): 1231-1242.
  50. Shen Bo, Zhang Hongke, Liu Yun. Nonuniform-Detection-Based Fast MobileIP Handoff for Wireless LANs. The Proceedings of the 10th IFIP Conference on Personal Wireless Communications (PWC’ 05). Colmar, France. Aug. 2005: 465-472.
  51. 沈波. IP微移动的切换管理. 电子与信息学报. 2007, 29(11): 2767-2770.
  52. 沈波. 基于HMM的移动预测模型与仿真. 系统仿真学报. 2007,19(18): 4118-4127.
  53. 沈波. 城轨网络对北京公共交通的影响研究. 都市快轨交通. 2008, 21(1): 36-39.
  54. 沈波, 刘云, 张宏科. 一种新的WLAN环境下移动IPv6的低时延切换方法. 电子学报. 2005 年4期(Vol. 33): 590-595.
  55. 沈波, 张宏科. 基于动态代理选择的移动网络组播  高技术通信. 2005 年5期(Vol. 15): 1-4.
  56. 沈波, 张宏科. 一种自组织的P2P代理协议和搜索算法. 铁道学报. 2005年2期(Vol. 27): 62-65.
  57. 沈波, 张宏科, 刘云. 覆盖网络组播压力与伸长度的性能评价模型. 系统仿真学报. 2005年5期(Vol. 17): 1107-1110.
  58. 沈波, 张宏科. 一种新的P2P网络代理协议. 北京交通大学学报. 2004年3期(Vol. 28): 75-78.
  59. 沈波, 刘云. 铁路信息化通信网络结构和技术. 铁道通信信号. 2001, 37(2): 36-38.
  60. 沈波, 刘云. 呼叫中心在铁路系统中的应用. 北方交通大学学报. 2001, 4.
  61. Yancheng Shi, Zhenjiang Zhang, Han-Chieh Chao and Bo Shen. Data Privacy Protection Based on Micro Aggregation with Dynamic Sensitive Attribute Updating. Sensors, 2018, 18(7), 2307; doi.org/10.3390/s18072307.
  62. Yingsi Zhao, Bo Shen. Empirical study of user preferences based on rating data of movies. PLos One, 2016, 11(1):1-19.
  63. Lijuan Liu, Bo Shen, Xing Wang. Research on kernel function of support vector machine. Journal of Computers. 2014,25(1):12-19.
  64. Zhao Ying-Si, Liu Yan-Ping, Shen Bo. An Evaluating Model of Innovation Performance of Enterprises in Industrial Cluster. Pakistan Journal of Statistics, 2013, 29(6):1117-1128.
  65. JunJun Cheng, Yun Liu, Bo Shen, WeiGuo Yuan. An epidemic model of rumor diffusion in online social networks. European Physical Journal B, 2013, 86(1):1-7.
  66. Lijuan Liu, Bo Shen, Xing Wang. Research on Kernel Function of Support Vector Machine. Advanced Technologies, Embedded and Multimedia for Human-centric Computing. 2013 the 7th Cross-Strait Conference on Information Science and Technology. 2013-8: 827-834.
  67. Baowen Hu, Bo Shen, Qing Liu. An Experience-Feedback Algorithm of D-S Evidence Theory. International Conference on Information Science and Computer Application. 2013-11.
  68. Cheng Jun-Jun, Liu Yun, Shen Bo, Yuan Wei-Guo. An epidemic model of rumor diffusion in online social networks. The European Physical Journal B, 2013-01, 1(86) .
  69. Fei Ding, Yun Liu, Bo Shen, Xia-meng Si. An evolutionary game theory model of binary opinion formation. Physica A: Statistical Mechanics and Its Applications, 2010, 389(4):1745-1752.
  70. Fei Ding, Yun Liu, Bo Shen, Hui Cheng. Modeling the Reading and Replying Activities in a BBS Social Network. Journal of Electronic Science and Technology, 2010, 8(4):300-306.
  71. Liu Yun, Zhang Zhenjiang, Zhang Haifeng, Shen Bo. A Survey of Modeling Internet Opinion Formation and Evolution. Cross-Strait Conference on Information Science and Technology, 327-331, Qinhuangdao, P.R. CHINA, 2010.7.9-2010.7.11.
  72. Liu Yun, Shen Bo; SPHERE: A Scalable Multicast Framework in Overlay Networks, High Technology Letters. 2006, 12(1):1-5.
  73. 程飞, 沈波. REST的安全性分析与策略研究. 铁路计算机应用. 2013,10:34-36.
  74. 谷方舟, 沈波. JSON数据交换格式在异构系统集成中的应用研究. 铁路计算机应用. 2012, 2:1-4.
  75. 马震, 沈波, 刘云. 分布式无线传感器网络定位算法MDS-MAP(D). 通信学报, 2008, 29(6):57-62.
  76. 刘玉兰, 沈波, 刘文红, 张宏科. 基于动态组播代理的移动组播协议. 北京交通大学学报. 2005, 29(5):1-4.

专著/译著

专利

1. 一种用于司法公开的内外网数据一致性的核验方法, ZL202110741926.6

2. 一种应用于裁判文书中敏感信息的识别方法，ZL201911077763.5

3. 一种基于计算几何的微博用户影响力获取算法，ZL201410172071.X

4. 一种基于计算几何的微博用户间距离的简单模型，ZL201410171928.6

5. 基于节点梯次移动的新型无线传感器网络节能路由算法，ZL200810227201.X

6. 一种Wi-Fi网络中移动IP的非均匀切换检测方法，ZL200410009869.9

软件著作权


1. 智能实体提取及分析系统，2022SR0672794

2. 驾驶信息采集系统，2019SRBJ0730

3. 特定内容发现系统，2018SRBJ0424

获奖与荣誉

优秀主讲教师

社会兼职