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，AAAI，IJCAI，CIKM，IEEE TKDE，IEEE TIP，IEEE TCSVT, IEEE TFS，ACM TKDD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，也欢迎已获保研资格的高年级本科生提前进课题组进行科研实训。
四、代表性学术成果（*: 通讯作者）
[1] Shen Z., Huang Y.*, Wang D., Ma M., Lv F., & Li T. (2026). Causally-Aware Unsupervised Feature Selection Learning, IEEE Transactions on Image Processing, DOI: 10.1109/TIP.2026.3654354 (CCF A类期刊).
[2] Huang, Y., Lu M., Huang, W. Yi, X. & Li, T. (2025). TIME-FS: Joint Learning of Tensorial Incomplete Multi-View Unsupervised Feature Selection and Missing-View Imputation, Proceedings of the 39th AAAI Conference on Artificial Intelligence (AAAI 2025), pp. 17503-17510 (CCF A类会议).
[3] 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), pp. 4192-4200 (CCF A类会议).
[4] Qi, D., Yi X., Guo C., Huang, Y., Zhang J. Li T. & Zheng Y. (2024). 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), pp. 5590-5601 (CCF A类会议).
[5] 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).
[6] 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).
[7] 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).
[8] Xu L., Li K., Wang D., Zhou F., Lv F. & Huang Y.* (2025). Adaptive Topological Similarity Learning for Incomplete Multi-view Unsupervised Feature Selection. IEEE Transactions on Circuits and Systems for Video Technology, DOI: 10.1109/TCSVT.2025.3642753 (中科院1区，TOP期刊, CCF B类期刊).
[9] 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, CCF B类期刊).
[10] Wang D., Huang Y., Ying W., et al. Towards Data-centric AI: A Deep Dive into Reinforcement and Generative Intelligence for Tabular Data Transformation, ACM Transactions on Knowledge Discovery from Data, 2026, in press (CCF B类期刊).
[11] 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，CCF B类期刊).
[12] 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).
[13] Fang J., Wang W, Luo T, Huang Y. & Lv F. (2024). Progressive Multimodal Pivot Learning: Towards Semantic Discordance Understanding as Humans, Proceedings of the 33rd ACM International Conference on Information and Knowledge Management (CIKM 2024), pp. 591-601 (CCF B类会议).
[14] Wu Y., Huang Y., Yao Z., Fu. Y., Liu K., Luo X. & Wang D. (2025) Adaptive Context-Infused Performance Evaluator for Iterative Feature Space Optimization, Proceedings of the 34th ACM International Conference on Information and Knowledge Management (CIKM 2025), pp. 3448-3457 (CCF B类会议).
[15] Duan, Z., Yi X., Li P., Qi D., Li Y., Xu H., Huang, Y., Zhang J. & Zheng, Y. (2022). Multi-memory enhanced separation network for indoor temperature prediction, the International Conference on Database Systems for Advanced Applications (DASFAA 2022), 656-663 (CCF B类会议).
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 Editor，多次担任IJCAI,CIKM高级程序委员会委员，长期在ICML,KDD,AAAI,IJCAI,WWW, CIKM等国际顶级会议中担任程序委员会委员。
