| 2012 | Selecting Feature Subset via Constraint Association Rules. | Guangtao Wang, Qinbao Song |
| 2012 | Expectation-Maximization Collaborative Filtering with Explicit and Implicit Feedback. | Bin Wang, Mohammadreza Rahimi, Dequan Zhou, Xin Wang |
| 2012 | Feature Enriched Nonparametric Bayesian Co-clustering. | Pu Wang, Carlotta Domeniconi, Huzefa Rangwala, Kathryn B. Laskey |
| 2012 | Scalable Mining of Frequent Tri-concepts from Folksonomies. | Chiraz Trabelsi, Nader Jelassi, Sadok Ben Yahia |
| 2012 | Unsupervised Multi-label Text Classification Using a World Knowledge Ontology. | Xiaohui Tao, Yuefeng Li, Raymond Y. K. Lau, Hua Wang |
| 2012 | Learning to Diversify Expert Finding with Subtopics. | Hang Su, Jie Tang, Wanling Hong |
| 2012 | Discovering Coverage Patterns for Banner Advertisement Placement. | P. Gowtham Srinivas, P. Krishna Reddy, Bhargav Sripada, R. Uday Kiran, D. Satheesh Kumar |
| 2012 | Incremental Set Recommendation Based on Class Differences. | Yasuyuki Shirai, Koji Tsuruma, Yuko Sakurai, Satoshi Oyama, Shin-ichi Minato |
| 2012 | Techniques for Efficient Learning without Search. | Houssam Salem, Pramuditha Suraweera, Geoffrey I. Webb, Janice R. Boughton |
| 2012 | The Pattern Next Door: Towards Spatio-sequential Pattern Discovery. | Hugo Alatrista Salas, Sandra Bringay, Frdric Flouvat, Nazha Selmaoui-Folcher, Maguelonne Teisseire |
| 2012 | Time-Evolving Relational Classification and Ensemble Methods. | Ryan A. Rossi, Jennifer Neville |
| 2012 | SHARD: A Framework for Sequential, Hierarchical Anomaly Ranking and Detection. | Jason Robinson, Margaret Lonergan, Lisa Singh, Allison Candido, Mehmet Sayal |
| 2012 | An Improved Genetic Clustering Algorithm for Categorical Data. | Hongwu Qin, Xiuqin Ma, Tutut Herawan, Jasni Mohamad Zain |
| 2012 | A Pruning-Based Approach for Searching Precise and Generalized Region for Synthetic Minority Over-Sampling. | Kamthorn Puntumapon, Kitsana Waiyamai |
| 2012 | Named Entity Recognition and Identification for Finding the Owner of a Home Page. | Vassilis Plachouras, Matthieu Rivire, Michalis Vazirgiannis |
| 2012 | Applying NLP Techniques for Query Reformulation to Information Retrieval with Geographical References. | Jos M. Perea-Ortega, Miguel ngel Garca Cumbreras, Luis Alfonso Urea Lpez |
| 2012 | Mining Mobile Users' Activities Based on Search Query Text and Context. | Bingyue Peng, Yujing Wang, Jian-Tao Sun |
| 2012 | Generating Balanced Classifier-Independent Training Samples from Unlabeled Data. | Youngja Park, Zijie Qi, Suresh Chari, Ian M. Molloy |
| 2012 | Towards More Efficient Multi-label Classification Using Dependent and Independent Dual Space Reduction. | Eakasit Pacharawongsakda, Thanaruk Theeramunkong |
| 2012 | Active Learning with c-Certainty. | Eileen A. Ni, Charles X. Ling |
| 2012 | Heterogeneous Ensemble for Feature Drifts in Data Streams. | Hai-Long Nguyen, Yew-Kwong Woon, Wee Keong Ng, Li Wan |
| 2012 | Two-View Online Learning. | Tam T. Nguyen, Kuiyu Chang, Siu Cheung Hui |
| 2012 | EWNI: Efficient Anonymization of Vulnerable Individuals in Social Networks. | Frank Nagle, Lisa Singh, Aris Gkoulalas-Divanis |
| 2012 | Triangular Kernel Nearest-Neighbor-Based Clustering Algorithm for Discovering True Clusters. | Aina Musdholifah, Siti Zaiton Mohd Hashim |
| 2012 | Finding Collections of k-Clique Percolated Components in Attributed Graphs. | Pierre-Nicolas Mougel, Christophe Rigotti, Olivier Gandrillon |