| 2012 | SRF: A Framework for the Study of Classifier Behavior under Training Set Mislabeling Noise. | Katsiaryna Mirylenka, George Giannakopoulos, Themis Palpanas |
| 2012 | Shape-Based Clustering for Time Series Data. | Warissara Meesrikamolkul, Vit Niennattrakul, Chotirat Ann Ratanamahatana |
| 2012 | Diversity Analysis on Boosting Nominal Concepts. | Nida Meddouri, Hela Khoufi, Mondher Maddouri |
| 2012 | Accelerating Outlier Detection with Uncertain Data Using Graphics Processors. | Takazumi Matsumoto, Edward Hung |
| 2012 | Scalable Similarity Matching in Streaming Time Series. | Alice Marascu, Suleiman A. Khan, Themis Palpanas |
| 2012 | Life Activity Modeling of News Event on Twitter Using Energy Function. | Rong Lu, Zhiheng Xu, Yang Zhang, Qing Yang |
| 2012 | Quad-tuple PLSA: Incorporating Entity and Its Rating in Aspect Identification. | Wenjuan Luo, Fuzhen Zhuang, Qing He, Zhongzhi Shi |
| 2012 | An Explicit Description of the Extended Gaussian Kernel. | Yong Liu, Shizhong Liao |
| 2012 | Active Learning for Cross Language Text Categorization. | Yue Liu, Lin Dai, Weitao Zhou, Heyan Huang |
| 2012 | Detecting Multiple Stochastic Network Motifs in Network Data. | Kai Liu, William K. Cheung, Jiming Liu |
| 2012 | Towards Identity Disclosure Control in Private Hypergraph Publishing. | Yidong Li, Hong Shen |
| 2012 | A Vertex Similarity Probability Model for Finding Network Community Structure. | Kan Li, Yin Pang |
| 2012 | Active Learning for Hierarchical Text Classification. | Xiao Li, Da Kuang, Charles X. Ling |
| 2012 | Scalable Random Forests for Massive Data. | Bingguo Li, Xiaojun Chen, Mark Junjie Li, Joshua Zhexue Huang, Shengzhong Feng |
| 2012 | A Generic Classifier-Ensemble Approach for Biomedical Named Entity Recognition. | Zhihua Liao, Zili Zhang |
| 2012 | RadialViz: An Orientation-Free Frequent Pattern Visualizer. | Carson Kai-Sang Leung, Fan Jiang |
| 2012 | Foundation of Mining Class-Imbalanced Data. | Da Kuang, Charles X. Ling, Jun Du |
| 2012 | Mining of Temporal Coherent Subspace Clusters in Multivariate Time Series Databases. | Hardy Kremer, Stephan Gnnemann, Arne Held, Thomas Seidl |
| 2012 | WeightTransmitter: Weighted Association Rule Mining Using Landmark Weights. | Yun Sing Koh, Russel Pears, Gillian Dobbie |
| 2012 | Peer Matrix Alignment: A New Algorithm. | Mohammed Kayed |
| 2012 | ALIVE: A Multi-relational Link Prediction Environment for the Healthcare Domain. | Reid A. Johnson, Yang Yang, Everaldo Aguiar, Andrew K. Rider, Nitesh V. Chawla |
| 2012 | Sequential Entity Group Topic Model for Getting Topic Flows of Entity Groups within One Document. | Young-Seob Jeong, Ho-Jin Choi |
| 2012 | Co-occurring Cluster Mining for Damage Patterns Analysis of a Fuel Cell. | Daiki Inaba, Ken-ichi Fukui, Kazuhisa Sato, Junichiro Mizusaki, Masayuki Numao |
| 2012 | An Associative Classifier for Uncertain Datasets. | Metanat HooshSadat, Osmar R. Zaane |
| 2012 | Building Decision Trees for the Multi-class Imbalance Problem. | T. Ryan Hoens, Qi Qian, Nitesh V. Chawla, Zhi-Hua Zhou |