| 2012 | The Similarity Between Stochastic Kronecker and Chung-Lu Graph Models. | C. Seshadhri, Ali Pinar, Tamara G. Kolda |
| 2012 | Regularized Structured Output Learning with Partial Labels. | Sundararajan Sellamanickam, Charu Tiwari, Sathiya Keerthi Selvaraj |
| 2012 | On Evaluation of Outlier Rankings and Outlier Scores. | Erich Schubert, Remigius Wojdanowski, Arthur Zimek, Hans-Peter Kriegel |
| 2012 | Scalable Induction of Probabilistic Real-Time Automata Using Maximum Frequent Pattern Based Clustering. | Jana Schmidt, Sonja Ansorge, Stefan Kramer |
| 2012 | Subtree Replacement in Decision Tree Simplification. | Salvatore Ruggieri |
| 2012 | Detecting and Tracking Coordinated Groups in Dense, Systematically Moving, Crowds. | James Rosswog, Kanad Ghose |
| 2012 | Efficient Clustering of Metagenomic Sequences using Locality Sensitive Hashing. | Zeehasham Rasheed, Huzefa Rangwala, Daniel Barbar |
| 2012 | Nearest-Neighbor Search on a Time Budget via Max-Margin Trees. | Parikshit Ram, Dongryeol Lee, Alexander G. Gray |
| 2012 | Heterogeneous Datasets Representation and Learning using Diffusion Maps and Laplacian Pyramids. | Neta Rabin, Ronald R. Coifman |
| 2012 | Transfer Learning of Distance Metrics by Cross-Domain Metric Sampling across Heterogeneous Spaces. | Guo-Jun Qi, Charu C. Aggarwal, Thomas S. Huang |
| 2012 | Toward Data-driven, Semi-automatic Inference of Phenomenological Physical Models: Application to Eastern Sahel Rainfall. | Saurabh V. Pendse, Isaac K. Tetteh, Fredrick H. M. Semazzi, Vipin Kumar, Nagiza F. Samatova |
| 2012 | Density-based Projected Clustering over High Dimensional Data Streams. | Irene Ntoutsi, Arthur Zimek, Themis Palpanas, Peer Krger, Hans-Peter Kriegel |
| 2012 | On Finding Joint Subspace Boolean Matrix Factorizations. | Pauli Miettinen |
| 2012 | A Tree-Based Kernel for Graphs. | Giovanni Da San Martino, Nicol Navarin, Alessandro Sperduti |
| 2012 | Fast Robustness Estimation in Large Social Graphs: Communities and Anomaly Detection. | Fragkiskos D. Malliaros, Vasileios Megalooikonomou, Christos Faloutsos |
| 2012 | SOR: Scalable Orthogonal Regression for Low-Redundancy Feature Selection and its Healthcare Applications. | Dijun Luo, Fei Wang, Jimeng Sun, Marianthi Markatou, Jianying Hu, Shahram Ebadollahi |
| 2012 | A Flexible Open-Source Toolbox for Scalable Complex Graph Analysis. | Adam Lugowski, David M. Alber, Aydin Bulu, John R. Gilbert, Steven P. Reinhardt, Yun Teng, Andrew Waranis |
| 2012 | Dual Transfer Learning. | Mingsheng Long, Jianmin Wang, Guiguang Ding, Wei Cheng, Xiang Zhang, Wei Wang |
| 2012 | Robust Reputation-Based Ranking on Bipartite Rating Networks. | Rong-Hua Li, Jeffrey Xu Yu, Xin Huang, Hong Cheng |
| 2012 | Which Distance Metric is Right: An Evolutionary K-Means View. | Chuanren Liu, Tianming Hu, Yong Ge, Hui Xiong |
| 2012 | Constructing Training Sets for Outlier Detection. | Li-Ping Liu, Xiaoli Z. Fern |
| 2012 | Discovering Context-aware Influential Objects. | Yangpai Liu, Huiping Cao, Yifan Hao, Peng Han, Xinda Zeng |
| 2012 | Stratification Based Hierarchical Clustering Over a Deep Web Data Source. | Tantan Liu, Gagan Agrawal |
| 2012 | HAR: Hub, Authority and Relevance Scores in Multi-Relational Data for Query Search. | Xutao Li, Michael K. Ng, Yunming Ye |
| 2012 | Visualizing Variable-Length Time Series Motifs. | Yuan Li, Jessica Lin, Tim Oates |