| 2012 | A Distributed Kernel Summation Framework for General-Dimension Machine Learning. | Dongryeol Lee, Richard W. Vuduc, Alexander G. Gray |
| 2012 | Mining Compressing Sequential Patterns. | Hoang Thanh Lam, Fabian Moerchen, Dmitriy Fradkin, Toon Calders |
| 2012 | Generalized Similarity Kernels for Efficient Sequence Classification. | Pavel P. Kuksa, Imdadullah Khan, Vladimir Pavlovic |
| 2012 | Symmetric Nonnegative Matrix Factorization for Graph Clustering. | Da Kuang, Haesun Park, Chris H. Q. Ding |
| 2012 | Feature Selection over Distributed Data Streams through Convex Optimization. | Jacob Kogan |
| 2012 | Group Sparsity in Nonnegative Matrix Factorization. | Jingu Kim, Renato D. C. Monteiro, Haesun Park |
| 2012 | Simplex Distributions for Embedding Data Matrices over Time. | Kristian Kersting, Mirwaes Wahabzada, Christoph Rmer, Christian Thurau, Agim Ballvora, Uwe Rascher, Jens Leon, Christian Bauckhage, Lutz Plmer |
| 2012 | Tracking Spatio-Temporal Diffusion in Climate Data. | Jaya Kawale, Aditya Pal, Rob Fatland |
| 2012 | Fast Random Walk Graph Kernel. | U Kang, Hanghang Tong, Jimeng Sun |
| 2012 | Transfer Topic Modeling with Ease and Scalability. | Jeon-Hyung Kang, Jun Ma, Yan Liu |
| 2012 | RP-growth: Top-k Mining of Relevant Patterns with Minimum Support Raising. | Yoshitaka Kameya, Taisuke Sato |
| 2012 | A Bayesian Markov-switching Model for Sparse Dynamic Network Estimation. | Huijing Jiang, Aurlie C. Lozano, Fei Liu |
| 2012 | A Framework for the Evaluation and Management of Network Centrality. | Vatche Ishakian, Dra Erds, Evimaria Terzi, Azer Bestavros |
| 2012 | Image Mining of Historical Manuscripts to Establish Provenance. | Bing Hu, Thanawin Rakthanmanon, Bilson J. L. Campana, Abdullah Mueen, Eamonn J. Keogh |
| 2012 | Influence Blocking Maximization in Social Networks under the Competitive Linear Threshold Model. | Xinran He, Guojie Song, Wei Chen, Qingye Jiang |
| 2012 | Monitoring and Mining Insect Sounds in Visual Space. | Yuan Hao, Bilson J. L. Campana, Eamonn J. Keogh |
| 2012 | Evaluating Event Credibility on Twitter. | Manish Gupta, Peixiang Zhao, Jiawei Han |
| 2012 | A Bayesian Nonparametric Joint Factor Model for Learning Shared and Individual Subspaces from Multiple Data Sources. | Sunil Kumar Gupta, Dinh Quoc Phung, Svetha Venkatesh |
| 2012 | Class Relevant Pattern Mining in Output-Polynomial Time. | Henrik Grosskreutz |
| 2012 | Supervised Clustering of Label Ranking Data. | Mihajlo Grbovic, Nemanja Djuric, Slobodan Vucetic |
| 2012 | Bayesian Supervised Multilabel Learning with Coupled Embedding and Classification. | Mehmet Gnen |
| 2012 | Pseudo Cold Start Link Prediction with Multiple Sources in Social Networks. | Liang Ge, Aidong Zhang |
| 2012 | Multi-skill Collaborative Teams based on Densest Subgraphs. | Amita Gajewar, Atish Das Sarma |
| 2012 | Drought Detection of the Last Century: An MRF-based Approach. | Qiang Fu, Arindam Banerjee, Stefan Liess, Peter K. Snyder |
| 2012 | Cluster-Aware Compression with Provable K-means Preservation. | Nikolaos M. Freris, Michail Vlachos, Deepak S. Turaga |