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实验室简介

      数据挖掘与信息检索实验室(Data mining and Information Retrieval Laboratory,简称DMIR)于2010年组建成立。实验室依托广东省复杂过程信息物理融合系统工程技术研究开发中心等平台,在数据挖掘理论及应用等方面开展研究,形成了数据科学创新科研平台。
      实验室致力于大数据前沿技术、数据挖掘基础理论和相关应用领域的深度结合,围绕着数据挖掘基础理论,开展因果关系发现、时序数据挖掘、高维数据分析、数据隐私保护等方面研究,进而支持虚拟社会行为理解、城市感知数据分析、生物医疗数据挖掘等社会发展重大需求。      更多……

最新发表论文

· Ruichu Cai, Yuxuan Zhu, Jie Qiao, Zefeng Liang, Furui Liu, Zhifeng Hao. Where and How to Attack? A Causality-Inspired Recipe for Generating Counterfactual Adversarial Examples. AAAI 2024. (CCF A类) 2024/02/22
· Jie Qiao, Ruichu Cai*, Siyu Wu, Yu Xiang,Keli Zhang, Zhifeng Hao. Structural Hawkes Processes for Learning Causal Structure from Discrete-TimeEvent Sequences. IJCAI 2023. (CCF A类) 2024/02/22
· Yuequn Liu, Ruichu Cai*, Wei Chen, Jie Qiao, Yuguang Yan, Zijian Li, Keli Zhang, Zhifeng Hao. TNPAR: Topological Neural Poisson Auto-Regressive Model for Learning Granger Causal Structure from Event Sequences. AAAI 2024. (CCF A类) 2024/02/22
· Wei Chen, Zhiyi Huang, Ruichu Cai*, Zhifeng Hao, Kun Zhang. Identification of Causal Structure with Latent Variables based on Higher Order Cumulants. AAAI 2024. (CCF A类) 2024/02/22
· Jie Qiao, Zhengming Chen, Jianhua Yu, Ruichu Cai*, Zhifeng Hao. Identification of Causal Structure in the Presence of Missing Data with Additive Noise Model. AAAI 2024. (CCF A类) 2024/02/22
· Zijian Li, Ruichu Cai*, Tom Z. J. Fu, Zhifeng Hao, Kun Zhang. Transferable Time-Series Forecasting under Causal Conditional Shift. IEEE Transactions on Pattern Analysis and Machine Intelligence. 2023, Early Access(SCI一区) 2023/09/20
· Ruichu Cai*, Fengzhu Wu, Zijian Li, Jie Qiao, Wei Chen, Yuexing Hao, Hao Gu. REST: Debiased Social Recommendation via Reconstructing Exposure Strategies. TKDD 2023. (CCF A类) 2023/09/10
· Xuexin Chen, Ruichu Cai*, Yuan Fang, Min Wu, Zijian Li, Zhifeng Hao. Motif Graph Neural Network. IEEE Transactions on Neural Networks and Learning Systems. 2023, Early Access (SCI一区) 2023/08/14
· Zhengming Chen, Feng Xi, Jie Oiao, Zhifeng Hao, Ruichu Cai*. Some General Identification Results for Linear Latent Hierarchical Causal Structure. IJCAI 2023(CCF A类) 2023/07/05
· Ruichu Cai, Zhiyi Huang, Wei Chen, Zhifeng Hao, Kun Zhang. Causal Discovery with Latent Confounders Based on Higher-Order Cumulants. ICML 2023. (CCF A类) 2023/04/12