| 2011 | Towards Cost-Sensitive Learning for Real-World Applications. | Xu-Ying Liu, Zhi-Hua Zhou |
| 2011 | Class Confidence Weighted | Wei Liu, Sanjay Chawla |
| 2011 | An Efficient Pre-processing Method to Identify Logical Components from PDF Documents. | Ying Liu, Kun Bai, Liangcai Gao |
| 2011 | A Method of Similarity Measure and Visualization for Long Time Series Using Binary Patterns. | Hailin Li, Chonghui Guo, Libin Yang |
| 2011 | Probabilistic Feature Extraction from Multivariate Time Series Using Spatio-Temporal Constraints. | Michal Lewandowski, Dimitrios Makris, Jean-Christophe Nebel |
| 2011 | Multiple Distribution Data Description Learning Algorithm for Novelty Detection. | Trung Le, Dat Tran, Wanli Ma, Dharmendra Sharma |
| 2011 | A New Efficient and Unbiased Approach for Clustering Quality Evaluation. | Jean-Charles Lamirel, Pascal Cuxac, Raghvendra Mall, Ghada Safi |
| 2011 | XML Documents Clustering Using a Tensor Space Model. | Sangeetha Kutty, Richi Nayak, Yuefeng Li |
| 2011 | Automatic Assignment of Item Weights for Pattern Mining on Data Streams. | Yun Sing Koh, Russel Pears, Gillian Dobbie |
| 2011 | A Subpath Kernel for Rooted Unordered Trees. | Daisuke Kimura, Tetsuji Kuboyama, Tetsuo Shibuya, Hisashi Kashima |
| 2011 | Evaluating the Regularity of Human Behavior from Mobile Phone Usage Logs. | Hyoungnyoun Kim, Ji-Hyung Park |
| 2011 | Spectral Analysis for Billion-Scale Graphs: Discoveries and Implementation. | U Kang, Brendan Meeder, Christos Faloutsos |
| 2011 | Ant Colony Optimization with Markov Random Walk for Community Detection in Graphs. | Di Jin, Dayou Liu, Bo Yang, Carlos Baquero, Dongxiao He |
| 2011 | High-Order Co-clustering Text Data on Semantics-Based Representation Model. | Liping Jing, Jiali Yun, Jian Yu, Joshua Zhexue Huang |
| 2011 | An Unsupervised Feature Selection Framework Based on Clustering. | Sheng-Yi Jiang, Lian-xi Wang |
| 2011 | ClasSi: Measuring Ranking Quality in the Presence of Object Classes with Similarity Information. | Anca Maria Ivanescu, Marc Wichterich, Thomas Seidl |
| 2011 | Visualizing Cluster Structures and Their Changes over Time by Two-Step Application of Self-Organizing Maps. | Masahiro Ishikawa |
| 2011 | Grammatical Dependency-Based Relations for Term Weighting in Text Classification. | Dat Huynh, Dat Tran, Wanli Ma, Dharmendra Sharma |
| 2011 | Efficiently Retrieving Longest Common Route Patterns of Moving Objects By Summarizing Turning Regions. | Guangyan Huang, Yanchun Zhang, Jing He, Zhiming Ding |
| 2011 | A Rule-Based Method for Customer Churn Prediction in Telecommunication Services. | Ying Huang, Bing Quan Huang, M. Tahar Kechadi |
| 2011 | RADAR: Rare Category Detection via Computation of Boundary Degree. | Hao Huang, Qinming He, Jiangfeng He, Lianhang Ma |
| 2011 | Constructing Personal Knowledge Base: Automatic Key-Phrase Extraction from Multiple-Domain Web Pages. | Yin-Fu Huang, Cin-Siang Ciou |
| 2011 | Improving Bagging Performance through Multi-algorithm Ensembles. | Kuo-Wei Hsu, Jaideep Srivastava |
| 2011 | Finding Rare Classes: Adapting Generative and Discriminative Models in Active Learning. | Timothy M. Hospedales, Shaogang Gong, Tao Xiang |
| 2011 | Permutation Anonymization: Improving Anatomy for Privacy Preservation in Data Publication. | Xianmang He, Yanghua Xiao, Yujia Li, Qing Wang, Wei Wang, Baile Shi |