统计学国家重点学科(2007)

专任教师
黄雁勇
数据科学系
教授,博士生导师

办公地址:诚正楼1315
邮箱:huangyy@swufe.edu.cn

一、教育背景:

西南交通大学与德国哈根大学双博士。

二、研究方向:

数据挖掘与机器学习、大数据分析与决策、城市计算、粒计算等。已在CVPR,KDD,IJCAI,IEEE TKDE,IEEE TFS,Inf Fusion等人工智能顶级会议和期刊上发表论文30余篇,主持/主研多项国家级和省部级项目。

三、招生信息:

欢迎对人工智能研究感兴趣,能静下心坐得住,有数学、统计、计算机背景的同学报考我的硕士和博士,也欢迎本科生进课题组进行科研实训。

四、学术成果:(*: 通讯作者)

[1] Huang, Y., Shen Z., Lv, F. & Li, T. (2024). Unified view imputation and feature selection learning for incomplete multi-view data, In Proceedings of the 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024), in press. (CCF A类会议)

[2] Qi, D., Yi X., Guo C., Huang, Y., Zhang J. Li T., Zheng Y., Spatio-Temporal Consistency enhanced Differential Network for Interpretable Indoor Temperature Prediction, In Proceedings of the 30th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD 2024), in press. (CCF A类会议)

[3] Huang, Y., Shen Z., Cai Y., Yi, X., Wang, D., Lv, F. & Li, T. (2023). C2IMUFS: Complementary and consensus learning-based incomplete multi-view unsupervised feature selection, IEEE Transactions on Knowledge and Data Engineering, Vol. 35, pp. 10681-10694. (CCF A类期刊)

[4] Yi, X., Yang, X., Huang, Y.*, Ke, S., Zhang, J., Li, T. & Zheng, Y. (2022). Gas-theft suspect detection among boiler room users: A data-driven approach, IEEE Transactions on Knowledge and Data Engineering, Vol. 34, pp. 5796-5808. (CCF A类期刊)

[5] Lv, F., Chen, X., Huang, Y.*, Duan, L. & Lin, G. (2021). Progressive modality reinforcement for human multimodal emotion recognition from unaligned multimodal sequences, the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021), pp. 254-2562. (CCF A类会议)

[6] Huang, Y., Li, T., Luo, C., Fujita, H. & Horng, S. (2018). Dynamic fusion of multisource interval-valued data by fuzzy granulation, IEEE Transactions on Fuzzy Systems, Vol. 26, pp. 3403-3417. (中科院1区,TOP期刊)

[7] Huang, Y., Guo, K., Yi, X., Li, Z. & Li, T. (2023). Incremental unsupervised feature selection for dynamic incomplete multi-view data, Information Fusion, Vol. 96, pp. 312-327. (中科院1区,TOP期刊)

[8] Huang, Y., Guo, K., Yi, X., Li, Z. & Li, T. (2022). Matrix representation of the conditional entropy for incremental feature selection on multi-source data, Information Sciences, Vol. 591, pp. 263-286. (中科院1区,TOP期刊)

[9] Huang, Y., Li, T., Luo, C., Fujita, H., Horng, S. & Wang, B. (2020). Dynamic maintenance of rough approximations in multi-source hybrid information systems, Information Sciences, Vol. 530, pp. 108-127. (中科院1区,TOP期刊)

[10] Wang, D., Liu, K., Huang, Y., Sun, L., Du, B. & Fu, Y. (2023). Automated urban planning aware spatial hierarchies and human instructions, Knowledge and Information Systems, Vol. 65, pp. 1337-1364. (CCF B类期刊)

五、学术兼职:

中国人工智能学会粒计算与知识发现专业委员会委员、四川省人工智能学会委员、中国计算机学会会员、国际粗糙集学会会员。担任SCI期刊IJCIS的Area Editors,以及IJCAI、KDD、CIKM、IEEE TKDE、IEEE TFS、IEEE TC、IEEE TNNLS等期刊的审稿人。