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电子科技大学计算机科学与工程学院导师教师师资介绍简介-杨波

本站小编 Free考研考试/2021-09-13


姓名:杨波 专业技术职务:教授
联系方式:
邮箱:yangbo@uestc.edu.cn
系别:计算机软件与理论系

联系方式 邮箱 yangbo@uestc.edu.cn
专业技术职务_详情页 教授
个人背景1991年-1995年:西安交通大学,本科;
1995年-1998年:西安交通大学,硕士;
1998年-2002年:新加坡国立大学,博士;
2002年-2003年:新加坡国立大学,博士后研究员;
2003年-2008年:电子科技大学,副教授;
2008年-至今:电子科技大学,教授.
研究方向机器学习与数据挖掘(推荐系统、自然语言处理、知识图谱、迁移学习)、云计算。
讲授课程
本科:《软件工程》、《高级语言程序设计》、《软件技术基础》、《软件可靠性工程与质量保证》、《工业工程基础》、《统计质量控制》(双语)、《前沿知识讲座》
研究生:《随机过程》、《Cloud Computing(全英文)》、《CIMS集成化信息系统的分析、设计与实施》
对研究生的指导耐心细致。所指导的硕士研究生毕业后在阿里、字节跳动、拼多多、新浪、美团、小米、中国金融期货交易所、中电三〇所等单位工作。所指导的博士研究生毕业后在大学任教或在研究所工作。
研究成果研究项目:
面向在线学习的基于SAF的推荐模型研究,国家自然科学基金面上项目,2020.01-2023.12,主持。
已完成的项目:
作为项目负责人完成了国家自然科学基金项目(结题时被国家自然科学基金委工程科学二处遴选为优秀基金项目进行Poster展示)、教育部科学技术研究重点项目、四川省应用基础计划研究项目、四川省国际科技合作与交流研究计划项目(外方合作者为云计算著名****、IEEE Fellow墨尔本大学的R. Buyya教授)、四川省科技支撑计划项目、提升政府治理能力大数据应用技术国家工程实验室开放基金项目等多项国家级、省部级科研项目。参与其他科研项目多项。
论文列表:
发表论文80余篇。所发表论文多次被世界顶级研究人员引用,包括被美国University of California - Berkeley、Columbia University、University of Illinois at Urbana Champaign、洛斯阿拉莫斯国家实验室(Los Alamos National Laboratory)等的研究人员引用。根据Google Scholar的统计结果,所发表的论文总共被引用2200余次,H指数:23,i10指数:35。编著图书章节一章(John Wiley & Sons出版社)、大型国际会议论文集2部(分别由IEEE、Springer出版)。以下为部分论文列表(注:本人不是第一作者的,第一作者均为研究生)。
[1] Shantian Yang, Bo Yang (Corresponding author), Zhongfeng Kang, Lihui Deng. IHG-MA: Inductive heterogeneous graph multi-agent reinforcement learning for multi-intersection traffic signal control, Neural Networks, Vol. 139, p 265-277, Jul 2021. https://doi.org/10.1016/j.neunet.2021.03.015
[2] Lihui Deng, Bo Yang (Corresponding author), Zhongfeng Kang, Shantian Yang, Shihu Wu. A noisy label and negative sample robust loss function for DNN-based distant supervised relation extraction, Neural Networks, Vol. 139, p 358-370, Jul 2021. https://doi.org/10.1016/j.neunet.2021.03.030
[3] Shantian Yang, Bo Yang (Corresponding author). A semi-decentralized feudal multi-agent learned-goal algorithm for multi-intersection traffic signal control, Knowledge-Based Systems, Vol. 213, Article number: 106708, Feb 2021. https://doi.org/10.1016/j.knosys.2020.106708
[4] Bo Yang (Corresponding author), Jing Chen, Zhongfeng Kang, Dongsheng Li, Memory-aware gated factorization machine for top-N recommendation, Knowledge-Based Systems, Vol. 201, Article number: 106048, Aug 2020. https://doi.org/10.1016/j.knosys.2020.106048
[5]Zhihai He, Bo Yang (Corresponding author), Chaoxian Chen, Qilin Mu, Zesong Li, CLDA: an adversarial unsupervised domain adaptation method with classifier-level adaptation, Multimedia Tools and Applications, Vol. 79, No. 45, p 33973-33991, Apr 2020. https://doi.org/10.1007/s11042-020-08877-8
[6]Zhongfeng Kang, Bo Yang (Corresponding author), Shantian Yang, Xiaomei Fang, Changjian Zhao. Online transfer learning with multiple source domains for multi-class classification, Knowledge-Based Systems, Vol. 190, Article number: 105149, Feb 2020. https://doi.org/10.1016/j.knosys.2019.105149
[7]Shantian Yang, Bo Yang (Corresponding author), Hau-San Wong, Zhongfeng Kang. Cooperative traffic signal control using Multi-step return and off-policy asynchronous advantage actor-critic graph algorithm, Knowledge-Based Systems, Vol. 183, Article number: 104855, 1 Nov 2019. https://doi.org/10.1016/j.knosys.2019.07.026
[8]Zhongfeng Kang, Bo Yang (Corresponding author), Zesong Li, Peng Wang. OTLAMC: An online transfer learning algorithm for multi-class classification, Knowledge-Based Systems, Vol. 176, p 133-146, 2019. Jul 2019. https://doi.org/10.1016/j.knosys.2019.03.024
[9] Yanmei Hu, Bo Yang (Corresponding author). Characterizing the structure of large real networks to improve community detection, Neural Computing & Applications, Vol. 28, No. 8, pp. 2321-2333, Aug 2017. https://doi.org/10.1007/s00521-016-2264-1
[10]Yanmei Hu, Bo Yang (Corresponding author), Chenyang Lv. A local dynamic method for tracking communities and their evolution in dynamic networks, Knowledge-Based Systems, Vol. 110, pp. 176-190, Oct 2016. https://doi.org/10.1016/j.knosys.2016.07.027
[11]Yanmei Hu, Bo Yang (Corresponding author), Hau-San Wong. A weighted local view method based on observation over ground truth for community detection, Information Sciences, Vol. 355-356, pp. 37-57, Apr 2016. https://doi.org/10.1016/j.ins.2016.03.028.
[12]Bo Yang (Corresponding author), Yanmei Hu, Chin-Yu Huang. An architecture-based multi-objective optimization approach to testing resource allocation, IEEE Transactions on Reliability, Vol. 64, pp. 497-515, Mar 2015. https://doi.org/10.1109/TR.2014.**
[13]Heyang Xu, Bo Yang (Corresponding author). An incentive-based heuristic job scheduling algorithm for utility grids, Future Generation Computer Systems, Vol. 49, pp. 1-7, Aug 2015. https://doi.org/10.1016/j.future.2015.02.002
[14]Yanmei Hu, Bo Yang (Corresponding author). Enhanced link clustering with observations on ground truth to discover social circles, Knowledge-Based Systems, Vol. 73, pp. 227-235, Jan 2015. https://doi.org/10.1016/j.knosys.2014.10.006
[15]Yanmei Hu, Bo Yang (Corresponding author). Enhanced link clustering with observations on ground truth to discover social circles, Knowledge-Based Systems, Vol. 73, pp. 227-235, Jan 2015. https://doi.org/10.1016/j.knosys.2014.10.006
[16]Bo Yang (Corresponding author), Feng Tan, Yuan-Shun Dai. Performance evaluation of cloud service considering fault recovery, Journal of Supercomputing, Vol. 65, pp. 426-444, Jul 2013. https://doi.org/10.1007/s11227-011-0551-2
[17]Bo Yang (Corresponding author), Xiang Li, Min Xie, Feng Tan. A generic data-driven software reliability model with model mining technique, Reliability Engineering & System Safety, Vol. 95, pp. 671-678, Jun 2010. https://doi.org/10.1016/j.ress.2010.02.006
[18]Bo Yang (Corresponding author), Huajun Hu, Suchang Guo. Cost-oriented task allocation and hardware redundancy policies in heterogeneous distributed computing systems considering software reliability, Computers & Industrial Engineering, Vol. 56, pp. 1687-1696, May 2009. https://doi.org/10.1016/j.cie.2008.11.001
[19]Bo Yang (Corresponding author), Huajun Hu, Lixin Jia. A study of uncertainty in software cost and its impact on optimal software release time, IEEE Transactions on Software Engineering, Vol. 34, pp. 813-825, Nov/Dec 2008. https://doi.org/10.1109/TSE.2008.47
研究成果获奖:
2009年获教育部高等学校科学研究优秀成果奖(自然科学奖)二等奖:“数据挖掘及其应用基础研究”。
社会兼职及荣誉
IEEE高级会员(Senior Member, 2013-至今)、中国计算机学会协同计算专业委员会委员(2011-至今)、四川省计算机学会智能医学分会理事(2014-至今)。第八批四川省学术和技术带头人后备人选。电子科技大学中青年学术带头人。两次获得IEEE Outstanding Leadership Award。
担任2个国际会议的大会主席(General Chair):IEEE 6th International Conference on Computer and Communication Systems (ICCCS 2021)、2010 International Workshop on Knowledge and Data Engineering in Web-based Learning (IWKDEWL'10);担任6个国际会议的程序委员会主席(Program Chair):19th、18th、8th IEEE International Conference on Dependable, Autonomic and Secure Computing (DASC 2021、DASC 2020、DASC 2009)、2011 IEEE International Conference on Cloud and Service Computing (CSC 2011)、IEEE 5th、4th International Conference on Computer and Communication Systems (ICCCS 2020、ICCCS 2019);担任12th IEEE International Conference on High Performance Computing and Communications (HPCC 2010)的程序委员会副主席(Program Vice-Chair);担任17th IEEE International Conference on Dependable, Autonomic and Secure Computing (DASC 2019)的宣传主席(Publicity Chair);以及其他40余个国际会议的程序委员会委(Program Committee Member)。担任Journal of Cloud Computing - Advances, Systems and Applications (Springe出版社,三区期刊, https://www.springer.com/journal/13677)的编委(Editorial Board Member)。两次应邀到国外访问并做特邀学术报告。应邀在2018 7th International Conference on Reliability, Infocom Technologies and Optimization (ICRITO)国际会议上做大会主题报告(Keynote Speech):“Advances in Research on Recommender Systems”。担任国家自然科学基金项目同行评议专家、国家留学基金委评审专家、教育部项目评审专家。为IEEE Transactions on Computers、IEEE Transactions on Neural Networks and Learning Systems、IEEE Transactions on Cybernetics、Information Sciences、《计算机学报》、《电子学报》等学术期刊审稿。

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