Projects

• Research on data science theories and applications related to Shuohuang railway transportation

• Intelligent layout design of Alibaba Cainiao Station

• Analysis and research on key technologies of smart city piple network (with Huawei)

• Research on federated learning algorithms for distributed eletronic medical records

• Scient visualisation research

• Research on association prediction algorithms in biological networks based on machine learning

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Selected publications

• Huang L, Zhang L, Chen X. Updated review of advances in microRNAs and complex diseases: taxonomy, trends and challenges of computational models. Briefings in Bioinformatics. 2022 Sep;23(5):bbac358.

• 黄立 , 张静怡 , 吴昊 , & 路奇 . (2020). 针对气味数据的交互式聚类可视分析框架 . 计算机辅助设计与图形学学报

• Huang L, Yin Y, Fu Z, Zhang S, Deng H, Liu D. LoAdaBoost: Loss-based AdaBoost federated machine learning with reduced computational complexity on IID and non-IID intensive care data. Plos one. 2020 Apr 17;15(4):e0230706.

• Huang L, Shea AL, Qian H, Masurkar A, Deng H, Liu D. Patient clustering improves efficiency of federated machine learning to predict mortality and hospital stay time using distributed electronic medical records. Journal of Biomedical Informatics. 2019 Nov 1;99:103291.