姓名:梁伟
所属学科:管理科学与工程
出生年月:1982年10月
职称:副教授/院士工作办公室主任(副处级)
E-mail:weiliang@csu.edu.cn
研究领域:自然语言处理、大数据分析、深度学习、工业物联网、医疗管理
掌握的外国语:英语
来校时间:2016年12月
教育背景:
2014/09-2015/12,日本早稻田大学,人间科学学院,联合培养博士
2012/09-2016/12,中南大学,信息科学与工程学院,控制科学与工程专业,博士
2002/09-2005/06,中南大学,信息科学与工程学院,计算机科学与技术专业,硕士
1998/09-2002/06,中南大学,应用数学系,应用数学专业,学士
工作经历:
2018/01-至今,中南大学商学院,管理科学与工程,博士后
2016/12-至今,湖南工商大学,大数据与互联网创新研究院,教师
2010/09-2012/06,微软(中国)有限公司,企业服务部,技术顾问
2007/09-2010/06,微软亚洲研究院,中国技术中心,技术专家
2005/09-2007/06,微软亚洲研究院,微软高技术中心,研究员
主要荣誉:
2020年IEEE SMC学会最佳期刊论文奖(2020 Andrew P. Sage Best Transactions Paper Award)。
Google Scholar:https://scholar.google.com/citations?user=-nh3cIMAAAAJ
截止2021年3月论文引用量263,H-Index 8。
主要课题:
主持的科研项目:
1. 国家自然科学基金面上项目,62072171,多域健康大数据驱动的重大传染病疫情早期识别方法研究,2021/01-2024/12
2. 湖南省自然科学基金面上项目,2019JJ40150,基于在线医疗多源大数据的高危传染性疾病预测及防控对策研究,2019/01-2022/12
3. 中国博士后科学基金面上资助(第64批,2018M643018),基于多源大数据的流行疾病预警及防控研究,2019/01-2020/12
4. 湖南省教育厅优秀青年基金项目,17B146,面向用户感知的个性化科研主题挖掘与推荐研究,2018/01-2020/12,已结题
参与的科研项目:
1. 国家自然科学基金重大项目,71790615,国家安全管理的决策体系设计研究,2018/01-2022/12,在研,参加
2. 国家自然科学基金面上项目,61772196,面向在线社会网络的信息传播机制、控制方法及关键技术研究,2018/01-2018/12,已结题,参加
3. 国家自然科学基金青年项目,61702183,面向多源空间相关大数据的数据清洗系统关键技术研究,2017/01-2021/12,在研,参加
4. 中国工程院咨询研究项目,2019-XY-35,大数据驱动的新时代国家生态安全战略研究,2019-2020,在研,参加
主要成果:(发表时间顺序)
期刊论文(仅列举第一作者/通讯作者论文):
1. X. Zhou, Y. Hu,W. Liang*, J. Ma and Q. Jin, "Variational LSTM Enhanced Anomaly Detection for Industrial Big Data," in IEEE Transactions on Industrial Informatics, doi: 10.1109/TII.2020.3022432.(SCI,中科院1区,Top期刊,IF=9.112)
2. X. Zhou, X. Xu*,W. Liang* “Intelligent Small Object Detection for Digital Twin in Smart Manufacturing with Industrial Cyber-Physical Systems”, IEEE Transactions on Industrial Informatics, DOI: 10.1109/TII.2021.3061419 (SCI,中科院1区,Top期刊,IF=9.112)
3. X. Zhou,W. Liang*, K. Wang, H. Wang, L. Yang, Q. Jin, “Deep Learning Enhanced Human Activity Recognition for Internet of Healthcare Things,”IEEE Internet of Things Journal, online, 2020.(SCI,中科院1区,Top期刊,IF=9.515)
4. X. Zhou,W. Liang*, S. Huang and M. Fu, "Social Recommendation with Large-Scale Group Decision Making for Cyber-Enabled Online Service,"IEEE Transactions on Computational Social Systems, vol. 6, no. 5, pp. 1073-1082, Oct. 2019.
5. X. Zhou,W. Liang*, K. Wang and S. Shimizu, "Multi-Modality Behavioral Influence Analysis for Personalized Recommendations in Health Social Media Environment,"IEEE Transactions on Computational Social Systems, vol. 6, no. 5, pp. 888-897, Oct. 2019.
6.W. Liang, X. Zhou, S. Huang, C. Hu, X. Xu and Q. Jin*, “Modeling of Cross-disciplinary Collaboration for Potential Field Discovery and Recommendation Based on Scholarly Big Data,”Future Generation Computer Systems, vol. 87, pp. 591-600, Oct. 2018.(SCI,中科院1区,IF=5.768)
7. X. Zhou,W. Liang*, K. Wang, R. Huang and Q. Jin, “Academic Influence Aware and Multidimensional Network Analysis for Research Collaboration Navigation Based on Scholarly Big Data,”IEEE Transactions on Emerging Topics in Computing, Jul. 2018.(SCI,中科院2区,IF=4.989)
8.W.Liang, C.H. Hu*, M. Wu, Q. Jin,A data intensive heuristic approach to the two-stage streaming scheduling problem,Journal of Computer and System Sciences,vol.89(1), pp.64-79, 2017.11(SCI,IF=1.583)
9.W. Liang,Z.X. Lu, Q. Jin*, M. Wu, “Analyzing of Research Patterns Based on a Temporal Tracking and Assessing Model”,Personal and Ubiquitous Computing, vol. 20(6), pp.933-946, 2016(SCI,JCR2区,IF=1.518)
10.W. Liang, Y.H. Xiong, M. Wu*, et al, “Cross Platform Computing and Its Application to Mobile Device in Transparent Computing”,International Journal of Ad Hoc and Ubiquitous Computing, vol.21(2), pp.104-118, 2016(SCI,IF=0.554)
11.W. Liang, Z.X. Lu, Q. Jin*, et al, “Modeling and Analyzing of Research Topic Evolution Associated with Social Networks of Researchers”,International Journal of Distributed Systems and Technologies, vol.7(3), pp.42-62, 2016
会议论文:
1.W. Liang, Y.H. Xiong*, M. Wu. A Cross Platform Computing Method and Its Application for Mobile Device in Transparent Computing,Proceedings of 2013 IEEE International Conference on High Performance Computing and Communications, Zhang Jiajie, P.R. China, 2013.11.13-11.15. (EI)
2.W. Liang, Z.X. Lu, Q. Jin*, Y.H. Xiong, M. Wu, Modeling of research topic evolution associated with social networks of researchers,Proceedings of IEEE International Conference on Internet of People, Beijing, P.R. China, 2015.8.10-8.14. (EI)
3.W. Liang, Z.X. Lu, Q. Jin*, et al, A Temporal Model of Research Work Tracking and Assessing for an Individual and a Group,Proceedings of IEEE International Conference on SocialCom, Chengdu, P.R. China, 2015.12.19-12.21. (EI)
4.W. Liang, Y.H. Xiong, M. Wu, Q. Jin*, A Heuristic Scheduling Approach to Hybrid Makepsan Problem for Data Intensive Computing,Proceedings of IEEE International Conference on SC2, Chengdu, P.R. China, 2015.12.19-12.21. (EI)