| 2018 | ICDM | Imbalanced Augmented Class Learning with Unlabeled Data by Label Confidence Propagation. | Si-Yu Ding, Xu-Ying Liu, Min-Ling Zhang |
| 2016 | KDD | Partial Label Learning via Feature-Aware Disambiguation. | Min-Ling Zhang, Bin-Bin Zhou, Xu-Ying Liu |
| 2015 | IJCAI | Towards Class-Imbalance Aware Multi-Label Learning. | Min-Ling Zhang, Yu-Kun Li, Xu-Ying Liu |
| 2014 | IJCNN | Learning from combination of data chunks for multi-class imbalanced data. | Xu-Ying Liu, Qian-Qian Li |
| 2013 | ICDM | Learning Imbalanced Multi-class Data with Optimal Dichotomy Weights. | Xu-Ying Liu, Qian-Qian Li, Zhi-Hua Zhou |
| 2013 | PAKDD | Crest: Cluster-based Representation Enrichment for Short Text Classification. | Zichao Dai, Aixin Sun, Xu-Ying Liu |
| 2011 | PAKDD | Towards Cost-Sensitive Learning for Real-World Applications. | Xu-Ying Liu, Zhi-Hua Zhou |
| 2010 | KDD | Learning with cost intervals. | Xu-Ying Liu, Zhi-Hua Zhou |
| 2006 | AAAI | On Multi-Class Cost-Sensitive Learning. | Zhi-Hua Zhou, Xu-Ying Liu |
| 2006 | ICDM | Exploratory Under-Sampling for Class-Imbalance Learning. | Xu-Ying Liu, Jianxin Wu, Zhi-Hua Zhou |
| 2006 | ICDM | The Influence of Class Imbalance on Cost-Sensitive Learning: An Empirical Study. | Xu-Ying Liu, Zhi-Hua Zhou |