个人简介
金 群,1962年9月出生,日本早稻田大学教授、博士生导师 ,中国计量大学信息工程学院特聘教授和学科学术顾问,北京大学深圳研究院兼职教授。主要从事信息系统学、行为与认知信息学、大数据分析与处理、信息检索与推荐、人机交互、个人建模与个性化服务等的研究和应用。率先提出了个人分析与统合个人建模(Personal Analytics and Unified Individual Modeling)的概念和方法以及个人大数据的整合与个性化可持续利用的理论框架,开辟了个人大数据可持续有效利用的新途径。开展了基于个人信息行为分析的个性化服务建模与推荐制机的研究,并应用于物联网·普适计算环境下基于大数据挖掘的社会学习行为分析和智慧健康与看护支援。与国内外大学共同开展了基于社会角色的社交数据分析和基于复合信任度的个性化服务推荐制机的研究,建立了社会角色重要度、影响度、信任度等一系列指标定量化的理论和方法。相关成果发表在IEEE Transactions、ACM Transactions等学术期刊,应邀在IEEE国际会议作主题讲演和APEC、Intel高级论坛作特邀报告。
研究领域
大数据分析个人大数据分析与统合个人建模个性化服务建模智慧健康
近期论文
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Bo Wu, Xiaokang Zhou, Qun Jin, Fuhua Lin, Henry Leung: Analyzing Social Roles Based on a Hierarchical Model and Data Mining for Collective Decision-Making Support. IEEE Systems Journal 11(1): 356-365 (2017)
Jian Chen, Xiaokang Zhou, Qun Jin: Gradually adaptive recommendation based on semantic mapping of users' interest correlations. Int. J. Communication Systems 29(2): 341-361 (2016)
Wei Liang, Qun Jin, Zixian Lu, Min Wu, Chunhua Hu: Analyzing of research patterns based on a temporal tracking and assessing model. Personal and Ubiquitous Computing 20(6): 933-946 (2016)
Weishan Zhang, Qun Jin, Didier El Baz: Enabling the Social Internet of Things and Social Cloud. IEEE Cloud Computing 2(6): 6-9 (2015)
Bo Wu, Xiaokang Zhou, Qun Jin: Participatory information search and recommendation based on social roles and networks. Multimedia Tools Appl. 74(14): 5173-5188 (2015)
Yishui Zhu, Roman Y. Shtykh, Qun Jin: A human-centric framework for context-aware flowable services in cloud computing environments. Information Sciences 257: 231-247 (2014)
Xiaokang Zhou, Jian Chen, Bo Wu, Qun Jin: Discovery of Action Patterns and User Correlations in Task-Oriented Processesfor Goal-Driven Learning Recommendation. IEEE Transactions on Learning Technologies 7(3): 231-245 (2014)
Yufeng Wang, Athanasios V. Vasilakos, Qun Jin, Jianhua Ma: Survey on mobile social networking in proximity (MSNP): approaches, challenges and architecture. Wireless Networks 20(6): 1295-1311 (2014)