Research Interests

data science, knowledge graph, recommender systems, social network mining

Education

• Ph.D in School of Computer Science, Fudan University, June, 2013
• M.Sc. in Dept. of Computer Science and Engineering, Fudan University, June, 2005
• B.Sc. in Dept. of Computer Science and Engineering, Fudan University, June, 2002

Publications

Selected Conference Proceedings

• Chenlu Shen, Deqing Yang, Yanghua Xiao: A Deep Recommendation Model Incorporating Adaptive Knowledge-based Representations, in DASFAA 2019.
• Haiyun Jiang, Cengguang Zhang, Deqing Yang, et al.: Hierarchical Conceptual Labeling, in DASFAA 2019.
• Deqing Yang, Zikai Guo, Ziyi Wang, Junyang Jiang, Yanghua Xiao, Wei Wang: A Knowledge-Enhanced Deep Recommendation Framework Incorporating GAN-based Models, in ICDM 2018.
• Bo Xu, Zheng Luo, Luyang Huang, Bin Liang, Yanghua Xiao, Deqing Yang, Wei Wang: METIC: Multi-Instance Entity Typing from Corpus, in CIKM 2018.
• Deqing Yang, Lihan Chen, Jiaqing Liang, Yanghua Xiao, Wei Wang: Social Tag Embedding for the Recommendation of Sparse User-item Interactions, in ASONAM 2018.
• Yiqi Lu, Jiaqing Liang, Yanghua Xiao, Sheng Huang, Deqing Yang, Wei Wang, Haibo Lin: XMLValue: XML Configuration Attribute Value Recommendation, in COMPSAC 2017.
• Deqing Yang, Yanghua Xiao, Yangqiu Song, Wei Wang: Semantic-based Recommendation Across Heterogeneous Domains, in ICDM 2015.
• Chenhao Xie, Deqing Yang, Jingrui He, Yanghua Xiao: Cross-Site Virtual Social Network Construction, in ICDM 2015.
• Deqing Yang, Jingrui He, Huazheng Qin, Yanghua Xiao, Wei Wang: A Graph-based Recommendation across Heterogeneous Domains, in CIKM 2015.
• Deqing Yang, Yanghua Xiao, Hanghang Tong, Wanyun Cui, Wei Wang: Towards Topic Following in Heterogeneous Information Networks, in ASONAM 2015.
• Deqing Yang, Yanghua Xiao, Hanghang Tong, Junjun Zhang, Wei Wang:  An Integrated Tag Recommendation Algorithm Towards Weibo User Profiling, in DASFAA 2015.
• Deqing Yang, Yanghua Xiao, Yangqiu Song, Junjun Zhang, Kezun Zhang, Wei Wang:  Tag propagation based recommendation across diverse social media, in WWW 2014.
• Deqing Yang, Yanghua Xiao, Bo Xu, Hanghang Tong, Wei Wang, Sheng Huang:  Which Topic Will You Follow? in ECML/PKDD 2012.
• Deqing Yang, Yanghua Xiao, Wei Wang: Statistical Model-Based Analysis and Prediction of Collective Attention in Social Networks, in NDBC 2010.

Journals

• Huazheng Qin, Zhongshun Hu, Deqing Yang, Yanghua Xiao: Relevant Entity Condstruction based on Category Template Mining, in Computer Engineering, 2016.
• Yongping Liu, Zhongshun Hu, Deqing Yang, Yanghua Xiao: Similar Entity Recommendation Based On Given Entity And Attributes, in Computer Engineering, 2016.

Book Chapters

• Bo Xu, Deqing Yang, Qi Liu, Yanghua Xiao:  Social Communication Network, Case Study. Encyclopedia of Social Network Analysis and Mining 2014: 1771-1777. 2nd Version (2017) doi:10.1007/978-1-4614-7163-9_289-1.

Tutorials

• Language Understanding with Knowledge Graphs, in IDEAL 2017.
• Intelligent Search Engine and Recommender Systems based on Knowledge Graph, July 2017.

Funding Experience

• “Construction, annotation and visualization of big biological knowledge base”, National key research and development plan of China, 2017YFC1201203, 4,700k(CNY), attendance.
• “Personalized service platform based on big data”, Shanghai Municipal Education Commission, 2015/03-2016/06, 500k(CNY).
• “Big data applications for personalized services on employment affairs”, Shanghai Municipal Education Commission, 2014/09-2015/06, 200k(CNY).
• “Research on cloud services of e-government”, Shanghai Municipal Commission of Economy and Informationization, Informationization Construction Project, 2014/08-2015/06, 98k(CNY).
• “Personalized value discovery and risk assessment of Internet finance by fusing multi-source big data”, NSF91546104, 2016/01-2018/12, 430k(CNY), attendance.
• “Query processing on big knowledge graphs”, NSF61472085, 2015/01-2018/12, 830k(CNY), attendance.

Patents

• A crowd profiling system and method based on Weibo tags, CNID: 201310481674.3
• A personalized recommender system based on Chinese knowledge graph, CNID: 201310565133.9

Teaching Courses

• Big Data Communication and New Media Analysis, since spring 2018
• User Behavior Analysis on New Media, since spring 2018
• Social Network Mining, since spring 2017
• Technologies of New Media, since autumn 2014