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个人简介

教授,博士生导师,计算机科学与工程学院,美国南加州大学USC/ISI访问学者。辽宁省优秀博士论文提名奖,辽宁省优秀硕士论文获得者,辽宁省百千万人才工程入选者。研究方向为知识图谱、自然语言处理、深度学习、语义Web,实验室毕业生也相继到企业和高校从事相关工作(包括快手、腾讯、拼多多、字节跳动、今日头条、百度、京东等)。主持承担国家自然科学基金-面上项目、国家自然科学基金-青年基金、教育部中央高校科研基金、双一流建设项目、智能问答系统研发等多项科研项目。发表科研论著50余篇,包括SCI论文30余篇、以及计算机学报、软件学报、CIKM等重要学术期刊和会议论文多篇。出版英文学术专著2部(德国Springer-Verlag斯普林格出版社)。多次获得科研论文优秀奖、SCI论文他引次数奖、青年教师教学基本功竞赛一等奖、本科教学质量优秀奖、专业和实验室建设先进个人奖等多项科研与教学类奖项。指导学生获得全国知识图谱与语义计算大会CCKS评测任务 “中文短文本实体链指” 第一名,CCF大数据计算与智能大赛隐私信息识别二等奖,并多次指导大创项目(国家级)。现为中国计算机学会CCF会员、中国中文信息学会语言与知识计算专委会委员。

研究领域

知识图谱与大语言模型 自然语言处理 深度学习 语义Web

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

Fu Zhang, Pengpeng Qiu, Tong Shen, Jingwei Cheng. Multi-aspect Enhanced Convolutional Neural Networks for Knowledge Graph Completion. 26th European Conference on Artificial Intelligence (ECAI 2023), 2023. (会议论文、领域顶会) Weiquan Huang, Fu Zhang. Semi-supervised semantic segmentation with structured output space adaption. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2023), 1-5, 2023. (会议论文、领域顶会) Fu Zhang, Jiejie Qin, Jingwei Cheng. A joint training network for learning more distinguishable relation features in relation classification. Knowledge-Based Systems, 268, 2023.(SCI, JCR一区) Fu Zhang, Liangdong Ma, Jiapeng Wang, Jingwei Cheng. An MRC and Adaptive Positive-Unlabeled Learning Framework for Incompletely Labeled Named Entity Recognition. International Journal of Intelligent Systems, 37(11): 9580-9597, 2022.(SCI, JCR一区) Tong Shen, Fu Zhang, Jingwei Cheng. A comprehensive overview of knowledge graph completion. Knowledge-Based Systems, 255: 1-65, 2022.(SCI, JCR一区) Fu Zhang, Jianwei Li, Jingwei Cheng. Improving entity alignment via attribute and external knowledge filtering. Applied Intelligence, 2022.(SCI, JCR二区) 张富, 杨琳艳, 李健伟, 程经纬. 实体对齐研究综述.《计算机学报》, 45(6): 1195-1225, 2022.(国内一级学报、CCF中文A类) Fu Zhang, Z. M. Ma, et al. Fuzzy semantic web ontology learning from fuzzy UML model. Proceedings of the 2009 ACM Conference on Information and Knowledge Management (CIKM), 1007-1016.(会议论文、信息检索和知识管理领域顶会) Fu Zhang, Z. M. Ma, et al. Formal approach and automated tool for constructing ontology from object-oriented database model. Proceedings of the 2010 ACM Conference on Information and Knowledge Management (CIKM), 1329-1332. (会议论文、信息检索和知识管理领域顶会) Fu Zhang, Qiang Li. Constructing ontologies by mining deep semantics from XML Schemas and XML instance documents. International Journal of Intelligent Systems, 1‐38, 2021. (SCI, JCR一区) Fu Zhang, Jingwei Cheng. Verification of fuzzy UML models with fuzzy Description Logic. Applied Soft Computing, 73: 134-152, 2018. (SCI, JCR一区) Fu Zhang, Z. M. Ma, Jingwei Cheng. Enhanced entity-relationship modeling with description logic. Knowledge-Based Systems, 93: 12-32, 2016. (SCI, JCR一区) Fu Zhang, Z. M. Ma, Li Yan, Jingwei Cheng. Construction of fuzzy OWL ontologies from fuzzy EER models: A semantics-preserving approach. Fuzzy Sets and Systems, 229: 1-32, 2013. (SCI, JCR一区) Fu Zhang, Z. M. Ma, Weijun Li. Storing OWL ontologies in object-oriented databases. Knowledge-Based Systems, 76: 240-255, 2015. (SCI, JCR一区) Fu Zhang, Z. M. Ma, Li Yan, Yu Wang. A description logic approach for representing and reasoning on fuzzy object-oriented database models. Fuzzy Sets and Systems, 186(1): 1-25, 2012. (SCI, JCR一区) Fu Zhang, Z. M. Ma, Li Yan. Construction of ontologies from object-oriented database models. Integrated Computer-Aided Engineering, 18(4): 327-347, 2011. (SCI, JCR一区) Fu Zhang, Z. M. Ma, Li Yan. Construction of fuzzy ontologies from fuzzy XML models. Knowledge-Based Systems, 42: 20-39, 2013. (SCI, JCR一区) Fu Zhang, Li Yan, Z. M. Ma. Reasoning of fuzzy relational databases with fuzzy ontologies. International Journal of Intelligent Systems, 27(6): 613-634, 2012. (SCI, JCR一区) Fu Zhang, Qingzhe Lu. A comprehensive overview of RDF for spatial and spatiotemporal data management. Knowledge Engineering Review, 1-41, 2021. (SCI, JCR三区) Fu Zhang, Zhiyin Li, Dunhong Peng, Jingwei Cheng. RDF for temporal data management-a survey. Earth Science Informatics, 1-37, 2021. (SCI, JCR三区) Fu Zhang, Qiang Tong, Jingwei Cheng. A novel and complete approach for storing RDF(S) in relational databases. International Arab Journal of Information Technology, 16(5): 894-903, 2019. (SCI, JCR四区) Fu Zhang, Dongxia Cao, Jingwei Cheng. Spatio-temporal UML modeling and verifying with Description Logic. Journal of Information Science and Engineering, 35(6): 1279-1298, 2019. (SCI, JCR四区) Fu Zhang, Z. M. Ma, Qiang Tong, Jingwei Cheng. Storing fuzzy description logic ontology knowledge bases in fuzzy relational databases. Applied Intelligence, 48: 220–242, 2018. (SCI, JCR二区) Fu Zhang, Jingwei Cheng, Z. M. Ma. A survey on fuzzy ontologies for the Semantic Web. Knowledge Engineering Review, 31(3): 278-321, 2016. (SCI, JCR三区) Fu Zhang, Z. M. Ma, Xu Chen. Formalizing fuzzy object-oriented database models using fuzzy ontologies. Journal of Intelligent & Fuzzy Systems, 29(4): 1407-1420, 2015. (SCI, JCR四区) Fu Zhang, Z. M. Ma. Representing and reasoning about XML with ontologies. Applied Intelligence, 40(1): 74-106, 2014. (SCI, JCR二区) Fu Zhang, Z. M. Ma, Li Yan. Representation and reasoning of fuzzy ER models with description logic DLR. Journal of Intelligent & Fuzzy Systems, 26(2): 611-623, 2014. (SCI, JCR四区) Fu Zhang, Z. M. Ma. Construction of fuzzy ontologies from fuzzy UML models. International Journal of Computational Intelligence Systems, 6(3): 442-472, 2013. (SCI, JCR三区) Z. M. Ma, Fu Zhang, Li Yan, Jingwei Cheng. Fuzzy information modeling in UML class diagram and relational database models. Applied Soft Computing, 11(6): 4236-4245, 2011. (SCI, JCR一区) Z. M. Ma, Fu Zhang, Li Yan. Extracting knowledge from fuzzy relational database with description logic. Integrated Computer-Aided Engineering, 18: 1-19, 2011. (SCI, JCR一区) Z. M. Ma, Fu Zhang, Li Yan. Representing and reasoning on fuzzy UML models: a description logic approach. Expert Systems with Applications, 38(3): 2536-2549, 2011. (SCI, JCR一区) Z. M. Ma, Fu Zhang, Hailong Wang, Li Yan. An overview of fuzzy description logics for the Semantic Web. Knowledge Engineering Review, 28(1): 1-34, 2013. (SCI, JCR三区) 张富, 严丽, 马宗民, 王星. 基于模糊描述逻辑的模糊XML模型的表示与推理. 《计算机学报》, 34(8): 1437-1451, 2011.(国内一级学报、CCF中文A类) 张富, 严丽, 马宗民, 程经纬. 模糊面向对象数据模型的描述逻辑表示与推理. 《软件学报》, 23(3): 594-612, 2012.(国内一级学报、CCF中文A类) Li Yan, Zongmin Ma, Fu Zhang. Fuzzy XML Data Management. Springer, ISBN: 978-3-642-44898-0, pp. 1-208, 2015.(英文学术专著) Z. M. Ma, Fu Zhang, Li Yan, Jingwei Cheng. Fuzzy knowledge management for the Semantic Web. Springer, ISBN: 978-3-642-39282-5, pp. 1-272, 2014. (英文学术专著)

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