| 2012 | Optimal Distance Estimation Between Compressed Data Series. | Nikolaos M. Freris, Michail Vlachos, Suleyman Serdar Kozat |
| 2012 | Feature Selection "Tomography" - Illustrating that Optimal Feature Filtering is Hopelessly Ungeneralizable. | George Forman |
| 2012 | Mining Patterns in Networks using Homomorphism. | Anton Dries, Siegfried Nijssen |
| 2012 | Detecting Irregularly Shaped Significant Spatial and Spatio-Temporal Clusters. | Weishan Dong, Xin Zhang, Li Li, Changhua Sun, Lei Shi, Wei Sun |
| 2012 | Detecting Extreme Rank Anomalous Collections. | Hanbo Dai, Feida Zhu, Ee-Peng Lim, HweeHwa Pang |
| 2012 | Structural Analysis in Multi-Relational Social Networks. | Bing Tian Dai, Freddy Chong Tat Chua, Ee-Peng Lim |
| 2012 | MARBLES: Mining Association Rules Buried in Long Event Sequences. | Boris Cule, Nikolaj Tatti, Bart Goethals |
| 2012 | Mining Social Dependencies in Dynamic Interaction Networks. | Freddy Chong Tat Chua, Hady Wirawan Lauw, Ee-Peng Lim |
| 2012 | Heterogeneous Data Fusion via Space Alignment Using Nonmetric Multidimensional Scaling. | Jaegul Choo, Shawn Bohn, Grant Nakamura, Amanda M. White, Haesun Park |
| 2012 | Context-aware Search for Personal Information Management Systems. | Jidong Chen, Wentao Wu, Hang Guo, Wei Wang |
| 2012 | Adaptive Multi-task Sparse Learning with an Application to fMRI Study. | Xi Chen, Jingrui He, Rick Lawrence, Jaime G. Carbonell |
| 2012 | Sparse Group Lasso: Consistency and Climate Applications. | Soumyadeep Chatterjee, Karsten Steinhaeuser, Arindam Banerjee, Snigdhansu Chatterjee, Auroop R. Ganguly |
| 2012 | Beam Methods for the Profile Hidden Markov Model. | Samuel J. Blasiak, Huzefa Rangwala, Kathryn B. Laskey |
| 2012 | Combining Active Learning and Dynamic Dimensionality Reduction. | Mustafa Bilgic |
| 2012 | Active Learning with Monotonicity Constraints. | Nicola Barile, Ad Feelders |
| 2012 | Balancing Prediction and Recommendation Accuracy: Hierarchical Latent Factors for Preference Data. | Nicola Barbieri, Giuseppe Manco, Riccardo Ortale, Ettore Ritacco |
| 2012 | Clustering Based on Yukawa Potential. | Xue Bai, Zezhen Lin, Yun Xiong, Yangyong Zhu |
| 2012 | Granger Causality Analysis in Irregular Time Series. | Mohammad Taha Bahadori, Yan Liu |
| 2012 | Transformation Based Ensembles for Time Series Classification. | Anthony J. Bagnall, Luke M. Davis, Jon Hills, Jason Lines |
| 2012 | Query-based Biclustering using Formal Concept Analysis. | Faris Alqadah, Joel S. Bader, Rajul Anand, Chandan K. Reddy |
| 2012 | PICS: Parameter-free Identification of Cohesive Subgroups in Large Attributed Graphs. | Leman Akoglu, Hanghang Tong, Brendan Meeder, Christos Faloutsos |
| 2012 | On Dynamic Link Inference in Heterogeneous Networks. | Charu C. Aggarwal, Yan Xie, Philip S. Yu |
| 2012 | Event Detection in Social Streams. | Charu C. Aggarwal, Karthik Subbian |
| 2012 | On Influential Node Discovery in Dynamic Social Networks. | Charu C. Aggarwal, Shuyang Lin, Philip S. Yu |
| 2012 | The Multi-Set Stream Clustering Problem. | Charu C. Aggarwal |