Researcher


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YANG Deqing      阳德青

Associate Professor, PhD Supervisor

yangdeqing@fudan.edu.cn

Vice Dean of the School of Data Science, Institute for Advanced Study

Vice Director of Shanghai Key Laboratory of Data Science

Fudan University, Shanghai 200433, China

Research Interests

large language model, knowledge graph, recommender system, Web mining

Awards & Honors

ACL 2023 Outstanding Paper

CIKM 2022 Best (Short) Paper

2022 WU Wenjun AI Science & Technology Award (Third Prize)

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

Selected Publications (DBLP personal homepage)

Conferences

Journals

Books

Tutorials

  • Language Understanding with Knowledge Graphs, in IDEAL 2017.

Important Grants

  • “Research on the Theory and Technology of Dual-System Cognitive Intelligence Jointly Driven by Data and Knowledge”, NSF Major Research Plan, No. 92270121, 2023/01-2025/12, 800k(CNY), PI.
  • “Complex knwledge representation, acquisition and applications based on cognitive intelligence”, Shanghai Science and Technology Innovation Action Plan No.21511100400, 2021/09-2024/08, 980k(CNY), PI.
  • “Auto engine problem solving system based on knowledge graphs”, United Automotive Electronic Systems Co., Ltd. 2020/09-2021/05, 940k(CNY), PI.
  • “Outlier group mining and behavior prediction based on mobile big data”, National NSF of China, United Project No.U1636207, 2017/01-2020/12, 2,520k(CNY), attendance.
  • “Construction, annotation and visualization of big biological knowledge base”, National Key Research and Development Plan of China No.2017YFC1201203, 2017/10-2020/10, 4,700k(CNY), attendance.

Academic Experiences

  • Journal Editor: Frontiers in Big Data
  • Journal Reviewer: TKDE, Expert Systems with Applicaitons, Applied Intelligence, etc.
  • Conference PC member: AAAI 2019~2024, KDD 2022~2024, ARR 2023~2024, ECML-PKDD 2022, etc.

Patents

  • A crowd profiling system and method based on Weibo tags, ZL201310481674.3
  • A personalized recommender system based on Chinese knowledge graph, ZL201310565133.9
  • A deep recommendation model based on Gaussian Distribution Embeddings, ZL201910920671.2
  • A session-based recommendation model incorporating user micro-behaviors and knowledge graph, CNID: 202010822297.5
  • A concept extraction model based on knowledge prompt, CNID: 202210419758.3

Teaching Courses

  • Knowledge Computing, since spring 2023
  • User Behavior Analysis on New Media, since spring 2018
  • Social Network Mining, since spring 2017
  • Technologies of New Media, since autumn 2014