Publications

  1. Yan Yan, Tianbao Yang, Yi Yang, Jianhui Chen. A Framework of Online Learning with Imbalanced Streaming Data. In Thirty-First AAAI Conference on Artificial Intelligence (AAAI) 2017.

  2. Yi Xu, Yan Yan, Qihang Lin, Tianbao Yang. Homotopy Smoothing for Non-Smooth Problems with Lower Complexity than O(1/epsilon). In Neural Information Processing Systems (NIPS) 2016. [pdf]

  3. Yan Yan, Feiping Nie, Wen Li, Chenqiang Gao, Yi Yang, Dong Xu. Image Classification by Cross-Media Active Learning with Privileged Information. IEEE Transactions on Multimedia (TMM) 2016, accepted. [pdf]

  4. Yan Yan, Zhongwen Xu, Ivor W. Tsang, Guodong Long, Yi Yang. Robust Semi-supervised Learning through Label Aggregation. In Thirtieth Conference on Artificial Intelligence (AAAI) 2016. [pdf] [code]

  5. Mingkui Tan, Yan Yan, Li Wang, Anton Van Den Hengel, Ivor W. Tsang, Qinfeng (Javen) Shi. Learning Sparse Confidence-Weighted classifier on Very High Dimensional Data. In Thirtieth Conference on Artificial Intelligence (AAAI) 2016. [pdf]

  6. Yan Yan, Mingkui Tan, Ivor W. Tsang, Yi Yang, Chengqi Zhang and Qinfeng Shi. Scalable Maximum Margin Matrix Factorization by Active Riemannian Subspace Search. In International Joint Conference on Artificial Intelligence (IJCAI) 2015. [pdf] [code]

  7. Yahong Han, Yi Yang, Yan Yan, Zhigang Ma, Nicu Sebe and Xiaofang Zhou. Semi-Supervised Feature Selection via Spline Regression for Video Semantic Recognition. IEEE Transactions on Neural Networks and Learning Systems (IEEE T-NNLS) 2015.

  8. Xingzhong Du, Yan Yan, Pingbo Pan, Guodong Long and Lei Zhao. Multiple Graph Unsupervised Feature Selection. Signal Processing Journal 2014.

  9. Yan Yan, Gaowen Liu, Sen Wang, Jian Zhang and Kai Zheng. Graph-Based Clustering and Ranking for Diversified Image Search. Multimedia Systems Journal 2014.

  10. Joey Tianyi Zhou, Sinno Jialin Pan, Ivor W. Tsang and Yan Yan. Hybrid Heterogeneous Transfer Learning through Deep Learning. In Twenty-Eighth Conference on Artificial Intelligence (AAAI) 2014.