崔立真

个人简介       

崔立真,博士,山东大学特聘教授,博士生导师。现任山东大学软件学院院长,山东大学-南洋理工大学人工智能国际联合研究院(C-FAIR)联合院长,电子商务交易技术国家工程实验室副主任。中国计算机学会(CCF)理事、杰出会员,CCF济南分部主席,协同计算专委副主任,数据库专委常委。

主要研究方向为软件与数据工程。主持国家重点研发计划项目(项目首席科学家)、课题各1项,国家自然基金重点项目2项,山东省重大创新工程等国家、省部级科研项目30余项。发表高水平学术论文100余篇。获国家教学成果二等奖(第一完成人),山东省科技进步一等奖(第一完成人)等省部级科技奖励9项。


课程教学


本科课程:数据库原理与系统、数据科学导论        

研究生课程:负责任的AI


研究方向


软件与数据工程、数据知识工程、人工智能


科研项目


  1. 软服务效能理论与技术研究及应用 ,国家重点研发计划项目

  2. 工业互联网云-边-端轻量化智能软件体系构建与优化研究研究,国家自然科学基金-重大研究计划重点项目

  3. 面向全人群全生命历程健康管理决策的多源异构时空大数据融合方法研究,国家自然科学基金-重大研究计划重点项目

  4. 众智网络建模与互联,国家重点研发计划课题

  5. 面向大数据创新研发的支撑环境关键技术研究与应用示范,科技部创新方法专项

  6. 面向复杂大数据应用的数据动态协同分布与均衡控制关键技术研究,国家自然科学基金

  7. 基于区块链的数据安全流转技术研究与应用, 山东省重点研发计划(重大创新工程)

  8. 大数据驱动的全流程智能医疗健康服务关键技术与平台,山东省重大科技创新工程项目

  9. 面向典型大数据应用的大图数据计算模型与方法,山东省自然科学基金重大基础研究项目


科研奖励


  1. 智链融合的公共数据要素可信共享与流通服务关键技术及应用,2023年山东省科技进步一等奖

  2. 多粒度健康风险评估与临床辅助诊断关键技术,2019年吴文俊人工智能科技进步奖二等奖

  3. 劳动力市场管理信息系统,2009年山东省科技进步一等奖

  4. 电力需求侧管理智能主站系统,2012年教育部高等学校科学研究优秀成果科技进步二奖

  5. 支持持续进化的云应用智能软件开发平台及环境, 2020中国电子学会科学技术奖三等奖

  6. 基于OSGI体系结构的人力资源和社会保障一体化平台,2012年山东省科技进步二等奖

  7. 支持多行业的职业资格服务及运营平台,2011年山东省科技进步二等奖

  8. PIDS: An Intelligent Electric Power Management Platform,AAAI2020创新应用奖

  9. SmartHS: An AI Platform for Improving Government Service Provision,AAAI2018创新应用奖


教研项目与教学成果


  1. “三融一化”的拔尖创新软件人才培养模式探索与实践,国家教学成果奖二等奖、山东省教学成果奖特等奖(排名第一)。

  2. “四位一体”螺旋式“人工智能+X”研究生培养模式研究实践,山东省研究生教学成果奖二等奖(排名第一)。

  3. 教育部第二批新工科研究与实践项目“以高端复合型国际化人才培养为导向的特色化示范性软件学院建设探索与实践”。



论文成果



期刊    
  • Junliang Yu, Xin Xia, Tong Chen, Lizhen Cui, Nguyen Quoc Viet Hung, Hongzhi Yin:XSimGCL: Towards Extremely Simple Graph Contrastive Learning for Recommendation. IEEETransaction on Knowledge and Data Engineering(TKDE) .(2022)

  • Shaowei Jiang, Wei He, Lizhen Cui, Yonghui Xu, and Lei Liu. 2023. Modeling Long- and Short-term User Preferences via Self-Supervised Learning for Next POI Recommendation. ACM Trans. Knowl. Discov. (2023)

  • Fuqiang Yu, Lizhen Cui, Huanhuan Chen, Yiming Cao, Ning Liu, Weiming Huang, Yonghui Xu, Hua Lu :HealthNet: A Health Progression Network via Heterogeneous Medical Information Fusion. IEEE Trans. Neural Netw. Learn. Syst.(2022)

  • Yunfeng Zhao, Guoxian Yu, Lei Liu, Zhongmin Yan, Carlotta Domeniconi, Xiayan Zhang, Lizhen Cui:Few-shot partial multi-label learning via prototype rectification. Knowl. Inf. Syst. 65(4): 1851-1880 (2023)

  • Lei Zhang, Xingyu Wu, Yong Liu, Xin Zhou, Yiming Cao, Yonghui Xu, Lizhen Cui, Chunyan Miao:Estimating package arrival time via heterogeneous hypergraph neural network. Expert Syst. Appl. 238(Part B): 121740 (2024)

  • Chang'an Yi, Haotian Chen, Yonghui Xu, Yan Zhou, Juan Du, Lizhen Cui, Haishu Tan:TADA: Temporal-aware Adversarial Domain Adaptation for patient outcomes forecasting. Expert Syst. Appl. 238(Part E): 122184 (2024)

  • Junliang Yu, Xin Xia, Tong Chen, Lizhen Cui, Nguyen Quoc Viet Hung, Hongzhi Yin:XSimGCL: Towards Extremely Simple Graph Contrastive Learning for Recommendation. IEEE Trans. Knowl. Data Eng. 36(2): 913-926 (2024)

  • Yunfeng Zhao, Guoxian Yu, Jun Wang, Carlotta Domeniconi, Maozu Guo, Xiangliang Zhang, Lizhen Cui:Personalized Federated Few-Shot Learning. IEEE Trans. Neural Networks Learn. Syst. 35(2): 2534-2544 (2024)

  • Saisai Teng, Chenglin Yin, Yu Wang, Xiandong Chen, Zhongmin Yan, Lizhen Cui, Leyi Wei:MolFPG: Multi-level fingerprint-based Graph Transformer for accurate and robust drug toxicity prediction. Comput. Biol. Medicine 164: 106904 (2023)

  • Jiancheng Zhang, Yonghui Xu, Bicui Ye, Yibowen Zhao, Xiaofang Sun, Qi Meng, Yang Zhang, Lizhen Cui:EAPR: explainable and augmented patient representation learning for disease prediction. Health Inf. Sci. Syst. 11(1): 53 (2023)

  • Lu Bai, Ziwei Huang, Lizhen Cui, Xiang Cheng:A Non-Stationary Multi-UAV Cooperative Channel Model for 6G Massive MIMO mmWave Communications. IEEE Trans. Wirel. Commun. 22(12): 9233-9247 (2023)

  • Alysa Ziying Tan, Han Yu, Lizhen Cui, Qiang Yang: Toward Personalized Federated Learning.IEEE Transactions on Neural Networks and Learning Systems PP(99):1-17

  • Junliang Yu, Hongzhi Yin, Jundong Li, Min Gao, Zi Huang, Lizhen Cui:Enhancing Social Recommendation With Adversarial Graph Convolutional Networks. IEEE Trans. Knowl. Data Eng. 34(8): 3727-3739 (2022)

  • Zhihong Cui, Hongxu Chen, Lizhen Cui, Shijun Liu, Xueyan Liu, Guandong Xu, Hongzhi Yin:Reinforced KGs reasoning for explainable sequential recommendation. World Wide Web 25(2): 631-654 (2022)

  • Jingfeng Zhang, Xilie Xu, Bo Han, Tongliang Liu, Lizhen Cui, Gang Niu, Masashi Sugiyama:NoiLin: Improving adversarial training and correcting stereotype of noisy labels. Trans. Mach. Learn. Res. 2022 (2022)

  • Haiting Zhong, Wei He, Lizhen Cui, Lei Liu, Zhongmin Yan, Kun Zhao:Joint Attention Networks with Inherent and Contextual Preference-Awareness for Successive POI Recommendation. Data Sci. Eng. 7(4): 370-382 (2022)

  • Weiming Huang, Lizhen Cui, Meng Chen, Daokun Zhang, Yao Yao:Estimating urban functional distributions with semantics preserved POI embedding. Int. J. Geogr. Inf. Sci. 36(10): 1905-1930 (2022)

  • Tong Ding, Ning Liu, Zhongmin Yan, Lei Liu, Li-zhen Cui:An Efficient Reinforcement Learning Game Framework for UAV-Enabled Wireless Sensor Network Data Collection. J. Comput. Sci. Technol. 37(6): 1356-1368 (2022)

  • Yanxiang Wang, Xian Zhang, Yiran Shen, Bowen Du, Guangrong Zhao, Lizhen Cui, Hongkai Wen:Event-Stream Representation for Human Gaits Identification Using Deep Neural Networks. IEEE Trans. Pattern Anal. Mach. Intell. 44(7): 3436-3449 (2022)

  • Shengfei Lyu, Jin Cheng, Xingyu Wu, Lizhen Cui, Huanhuan Chen, Chunyan Miao:Auxiliary Learning for Relation Extraction. IEEE Trans. Emerg. Top. Comput. Intell. 6(1): 182-191 (2022)

  • Zelei Liu, Yuanyuan Chen, Han Yu, Yang Liu, Lizhen Cui:GTG-Shapley: Efficient and Accurate Participant Contribution Evaluation in Federated Learning. ACM Trans. Intell. Syst. Technol. 13(4): 60:1-60:21 (2022)

  • Xiaoxiao Cui, Yankun Cao, Zhi Liu, Xiaoyu Sui, Jia Mi, Yuezhong Zhang, Lizhen Cui, Shuo Li:TRSA-Net: Task Relation Spatial Co-Attention for Joint Segmentation, Quantification and Uncertainty Estimation on Paired 2D Echocardiography. IEEE J. Biomed. Health Informatics 26(8): 4067-4078 (2022)

  • Guanhua Ye, Tong Chen; Yawen Li, Lizhen Cui, Quoc Viet Hung Nguyen, Hongzhi Yin: Heterogeneous Collaborative Learning for Personalized Healthcare Analytics Via Messenger Distillation. IEEE Journal of Biomedical and Health Informatics(2022)

  • Weiming Huang, Daokun Zhang, Gengchen Mai, Xu Guo, Lizhen Cui: Learning urban region representations with POIs and hierarchical graph infomax. ISPRS Journal of Photogrammetry and Remote Sensing 196, 134-145(2022)

  • Lizhen Cui, Jing Chen, Wei He, Hui Li, Wei Guo, Zhiyuan Su:Achieving Approximate Global Optimization of Truth Inference for Crowdsourcing Microtasks. Data Sci. Eng. 6(3): 294-309 (2021)

  • Xudong Lu, Lizhen Cui, Zhenchao Sun, Yuening Zhu:ProAID: path-based reasoning for self-attentional disease prediction. Knowl. Inf. Syst. 63(12): 3087-3101 (2021)

  • Zhenchao Sun, Hongzhi Yin, Hongxu Chen, Tong Chen, Lizhen Cui, Fan Yang:Disease Prediction via Graph Neural Networks. IEEE J. Biomed. Health Informatics 25(3): 818-826 (2021)

  • Guanhua Ye, Hongzhi Yin, Tong Chen, Hongxu Chen, Lizhen Cui, Xiangliang Zhang:FENet: A Frequency Extraction Network for Obstructive Sleep Apnea Detection. IEEE J. Biomed. Health Informatics 25(8): 2848-2856 (2021)

  • Lei Liu, Song Xu, Lizhen Cui, Geyong Min, Haozhe Wang:Power Rationing for Tradeoff Between Energy Consumption and Profit in Multimedia Heterogeneous Networks. IEEE J. Sel. Areas Commun. 37(7): 1642-1655 (2019)

  • Lizhen Cui, Junhua Zhang, Lingxi Yue, Yuliang Shi, Hui Li, Dong Yuan:A Genetic Algorithm Based Data Replica Placement Strategy for Scientific Applications in Clouds. IEEE Trans. Serv. Comput. 11(4): 727-739 (2018)

                       

授权发明专利


基于服务关联索引图的QoS感知Top-k服务组合系统,发明专利 ZL 201110396256,崔立真,2014年10月授权            

获得学术奖励


·崔立真(4/9),电力需求侧管理智能主站系统,教育部,科技进步二等奖,2012            

·崔立真(9/9),基于OSGI体系结构的人力资源和社会保障一体化平台山东省科技进步二等奖.2012            

·崔立真(3/9)支持多行业的职业资格服务及运营平台,山东省科技进步二等奖,2011            

·崔立真(3/8)劳动力市场管理信息系统,山东省科技进步一等奖,2008

地址:山东省济南市舜华路1500号  山东大学软件园校区

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