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羊剑楠助理教授

系别:图书馆与数字人文

电话:

职称:助理教授

邮箱:[email protected]

研究领域:知识发现、医疗信息学

  • 个人简介
  • 工作经历
  • 研究领域
  • 教育背景
  • 代表论文
  • 科研项目
  • 教学情况
  • 社会兼职
  • 奖项

    羊剑楠博士,成人网 助理教授、特聘研究员,博/硕士生导师,入选成人网 "登峰人才支持计划"B层次。研究聚焦将可解释机器学习、知识图谱、大语言模型等前沿技术应用于知识计算领域,探索科学知识演化的内在规律。参与国家自然科学基金和香港研究资助局优配研究金等多个研究项目,在领域核心期刊发表论文10余篇,申请中国专利1项,美国专利2项。曾在腾讯AI Lab担任医疗AI算法研究员,并在香港创立孵化初创公司、获得投资支持,积极推动前沿科研成果的产业落地。


    2025-至今,成人网 ,助理教授、特聘研究员。

    2023-2025,香港大学,博士后。

    2022-2023,腾讯AI Lab,医疗AI算法研究员(联合培养)。


    研究聚焦知识计算与可解释人工智能,基于深度学习、知识图谱、大语言模型和数字人文等前沿技术,致力于揭示知识从诞生、传播到产生影响的全生命周期中所蕴含的普适性原理与领域性机制,主要包括:

    (1) 知识的结构与涌现:利用计算本体论方法,研究知识的静态结构,并探索新思想如何从已知领域的边缘涌现。

    (2) 知识的传播与演化:借鉴计算动力学思想,对知识在社会-技术网络中的传播、演变过程进行建模与预测。

    (3) 知识的转化与影响:应用可解释人工智能(XAI)技术,打开预测模型的黑箱,阐释知识能够成功转化并产生巨大影响背后的因果机制。


    2019-2023,数据科学博士,香港城市大学数据科学学院。

    2015-2019,地理信息科学学士,成人网 地理与海洋科学学院。


    Yang, J., Wang, D., Zhu, L., Yan, H., Zhang, Q. MMInfluencer: A Multimodal AI Framework for Influencer Marketing Tasks Using Large Language Models. IEEE Transactions on Computational Social Systems. 2025. (CCF-C, SCI一区)

    Yang, J., Li, Z., W.K.K., Yu, S., Xu, Z., Chu, Q., Zhang, Q. Deep Learning Identifies Explainable Reasoning Paths of Mechanism of Drug Action for Drug Repurposing from Multilayer Biological Network. Briefings in Bioinformatics. 2022. (CCF-B, SCI一区)

    Yang, J., Xu, Z., Wu, W.K.K., Chu, Q., Zhang, Q. GraphSynergy: Network Inspired Deep Learning Model for Anti–Cancer Drug Combination Prediction. Journal of the American Medical Informatics Association. 2021.(CCF-B, SSCI一区,SCI一区;报道该工作的新闻报道:CityU Research Stories, EurekAlert!, ScienMag, Bioengineer, MedicalXPress, eCancer, and others.)

    Yang, J., Zhang, Q., Cao, Z., Gao, J., Pfeiffer, D., Zhong, L., Zeng, D. D., The impact of non-pharmaceutical interventions on the prevention and control of COVID-19 in New York City. Chaos. 2021. (SCI一区; 报道该工作的新闻报道:CityU News, EurekAlert!, Science Daily, PhysOrg, Daily Mail, Agencia SINC, Courthouse News, Congation Live, EXPLICA .CO, Tv6 News, 有線寬頻, 商業電台, 信報, 香港經濟日報, 大公報, 星島日報, 香港01, 東方日報, 香港商報, 晴報, 頭條日報, 東網, 巴士的報, The Standard, PCHome, Yahoo! News, and others)

    Yang, J.*, Tang, K.*, Cao, Z.*, Pfeiffer, D. U., Zhao, K., Zhang, Q. & Zeng, D. D., Demand-driven spreading patterns of African swine fever in China. Chaos. 2021. (共同第一作者,SCI一区)

    Lyu, Z.*, Yang, J.*, Xu, Z., Wang, W., Cheng, W., Tsui, K., Zhang, Q. Predicting the risk of ischemic stroke in patients with atrial fibrillation using heterogeneous drug–protein–disease network-based deep learning. APL bioengineering. 2025. (共同第一作者,SCI一区)

    Liang, P.*, Yang, J.*, Wang, W., Han, M., Li, Z., Zhang, Q. Deep Learning Identifies Intelligible Predictors of Poor Prognosis in Chronic Kidney Disease. IEEE Journal of Biomedical and Health Informatics. 2022. (共同第一作者,CCF-CSCI一区)

    Garett R. R.*, Yang, J.*, Zhang, Q., Young, S. D. An online advertising intervention to increase adherence to Stay-at-Home-Orders during the COVID-19 pandemic: An efficacy trial monitoring individual-level mobility data. International Journal of Applied Earth Observation and Geoinformation. 2022. (共同第一作者,SCI一区)

    Luo, Z., Yang, J., Zhu, T., Wong, W., Zhou J. Language model-based early detection of colorectal cancer occurrence from previous disease diagnosis trajectory data for primary care purpose. The Lancet Regional Health–Western Pacific. 2025. (SCI一区)

    Zhang, Q., Yang, J., Zeng, D. D., Feng, Y., Wong, I. CK., Risk of drug-drug interactions in China's fight against COVID-19 and beyond. Pharmacological research. 2023. (SCI一区)

    Chen, M., Yang, J., Lu, J., Zhou, Z., Huang, K., Zhang, S., Yuan G., Zhang, Q., Li, Z., Ureteral calculi lithotripsy for single ureteral calculi: can DNN-assisted model help preoperatively predict risk factors for sepsis? European Radiology. 2022. (SCI一区)

    Xu, Z., Chan, C. S., Zhang, Q., Xu, Y., He, L., Cheung, F., Yang, J., Chan, E., Fung, J., Tsang, C., Liu, J., Yip, P. S. Network-based prediction of the disclosure of ideation about self-harm and suicide in online counseling sessions. Communications Medicine. 2022. (SCI一区)

    Xu, Z., Yang, J., Zhang, Q. & Yip, P. S. F, Risk of suicide after a self-poisoning episode: a self-controlled case series study. Social Psychiatry and Psychiatric Epidemiology. 2021. (SCI一区)


    参与项目

    国家重点研发计划:分布式知识图谱数据管理关键技术与系统,No.2019YFE0198600,214万,2020-2022.

    香港大学教育资助委员会优配研究金(General Research Fund):Monitoring polymorphism and assessing the fitness of amino acid substitutions in respiratory syncytial virus fusion glycoprotein.159万港币,2024-2027.

    香港大学教育资助委员会研究配对补助金计划(Research Matching Grant Scheme):Network analytics solutions for identifying latent interactions responsible for synergistic actions between drugs for cardiovascular disease. 513万港币,2024-2026.


    本科生课程

    信息素养


    研究生课程

    信息服务

    Semantic Organization and Processing of Digital Resources-Semantic Organization and Processing of Digital Resources(留学生课程)


    学术期刊审稿人

    IEEE Transactions on Intelligent Transportation Systems

    IEEE Transactions on Computational Social Systems

    npj Digital Medicine

    Molecular Cancer

    Computational and Structural Biotechnology

    BioData Mining

    Discover Social Science and Health

    BMC Bioinformatics

    Health Policy and Technology

    Results in Engineering

    Heliyon


    2023,腾讯犀牛鸟精英人才称号。

    2021 & 2022,香港城市大学优秀学术表现奖。