| 2012 | A Bayesian Markov-switching Model for Sparse Dynamic Network Estimation. Huijing Jiang, Aurélie C. Lozano, Fei Liu |
| 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 | A Distributed Kernel Summation Framework for General-Dimension Machine Learning. Dongryeol Lee, Richard W. Vuduc, Alexander G. Gray |
| 2012 | A Flexible Open-Source Toolbox for Scalable Complex Graph Analysis. Adam Lugowski, David M. Alber, Aydin Buluç, John R. Gilbert, Steven P. Reinhardt, Yun Teng, Andrew Waranis |
| 2012 | A Framework for the Evaluation and Management of Network Centrality. Vatche Ishakian, Dóra Erdös, Evimaria Terzi, Azer Bestavros |
| 2012 | A Novel Approximation to Dynamic Time Warping allows Anytime Clustering of Massive Time Series Datasets. Qiang Zhu, Gustavo E. A. P. A. Batista, Thanawin Rakthanmanon, Eamonn J. Keogh |
| 2012 | A Tree-Based Kernel for Graphs. Giovanni Da San Martino, Nicolò Navarin, Alessandro Sperduti |
| 2012 | Active Learning with Monotonicity Constraints. Nicola Barile, Ad Feelders |
| 2012 | Adaptive Multi-task Sparse Learning with an Application to fMRI Study. Xi Chen, Jingrui He, Rick Lawrence, Jaime G. Carbonell |
| 2012 | An Iterative and Re-weighting Framework for Rejection and Uncertainty Resolution in Crowdsourcing. Sihong Xie, Wei Fan, Philip S. Yu |
| 2012 | Balancing Prediction and Recommendation Accuracy: Hierarchical Latent Factors for Preference Data. Nicola Barbieri, Giuseppe Manco, Riccardo Ortale, Ettore Ritacco |
| 2012 | Bayesian Supervised Multilabel Learning with Coupled Embedding and Classification. Mehmet Gönen |
| 2012 | Beam Methods for the Profile Hidden Markov Model. Samuel J. Blasiak, Huzefa Rangwala, Kathryn B. Laskey |
| 2012 | Citation Prediction in Heterogeneous Bibliographic Networks. Xiao Yu, Quanquan Gu, Mianwei Zhou, Jiawei Han |
| 2012 | Class Relevant Pattern Mining in Output-Polynomial Time. Henrik Grosskreutz |
| 2012 | Cluster-Aware Compression with Provable K-means Preservation. Nikolaos M. Freris, Michail Vlachos, Deepak S. Turaga |
| 2012 | Clustering Based on Yukawa Potential. Xue Bai, Zezhen Lin, Yun Xiong, Yangyong Zhu |
| 2012 | Combining Active Learning and Dynamic Dimensionality Reduction. Mustafa Bilgic |
| 2012 | Constructing Training Sets for Outlier Detection. Li-Ping Liu, Xiaoli Z. Fern |
| 2012 | Context-aware Search for Personal Information Management Systems. Jidong Chen, Wentao Wu, Hang Guo, Wei Wang |
| 2012 | Contextual Collaborative Filtering via Hierarchical Matrix Factorization. Erheng Zhong, Wei Fan, Qiang Yang |
| 2012 | Density-based Projected Clustering over High Dimensional Data Streams. Irene Ntoutsi, Arthur Zimek, Themis Palpanas, Peer Kröger, Hans-Peter Kriegel |
| 2012 | Detecting Extreme Rank Anomalous Collections. Hanbo Dai, Feida Zhu, Ee-Peng Lim, HweeHwa Pang |
| 2012 | Detecting Irregularly Shaped Significant Spatial and Spatio-Temporal Clusters. Weishan Dong, Xin Zhang, Li Li, Changhua Sun, Lei Shi, Wei Sun |
| 2012 | Detecting and Tracking Coordinated Groups in Dense, Systematically Moving, Crowds. James Rosswog, Kanad Ghose |
| 2012 | Deterministic CUR for Improved Large-Scale Data Analysis: An Empirical Study. Christian Thurau, Kristian Kersting, Christian Bauckhage |
| 2012 | Discovering Context-aware Influential Objects. Yangpai Liu, Huiping Cao, Yifan Hao, Peng Han, Xinda Zeng |
| 2012 | Drought Detection of the Last Century: An MRF-based Approach. Qiang Fu, Arindam Banerjee, Stefan Liess, Peter K. Snyder |
| 2012 | Dual Transfer Learning. Mingsheng Long, Jianmin Wang, Guiguang Ding, Wei Cheng, Xiang Zhang, Wei Wang |
| 2012 | Efficient Clustering of Metagenomic Sequences using Locality Sensitive Hashing. Zeehasham Rasheed, Huzefa Rangwala, Daniel Barbará |
| 2012 | Evaluating Event Credibility on Twitter. Manish Gupta, Peixiang Zhao, Jiawei Han |
| 2012 | Event Detection in Social Streams. Charu C. Aggarwal, Karthik Subbian |
| 2012 | Fast Random Walk Graph Kernel. U Kang, Hanghang Tong, Jimeng Sun |
| 2012 | Fast Robustness Estimation in Large Social Graphs: Communities and Anomaly Detection. Fragkiskos D. Malliaros, Vasileios Megalooikonomou, Christos Faloutsos |
| 2012 | Feature Selection "Tomography" - Illustrating that Optimal Feature Filtering is Hopelessly Ungeneralizable. George Forman |
| 2012 | Feature Selection for High-dimensional Integrated Data. Charles Zheng, Scott Schwartz, Robert S. Chapkin, Raymond J. Carroll, Ivan Ivanov |
| 2012 | Feature Selection over Distributed Data Streams through Convex Optimization. Jacob Kogan |
| 2012 | Feature Selection with Linked Data in Social Media. Jiliang Tang, Huan Liu |
| 2012 | Generalized Optimization Framework for Graph-based Semi-supervised Learning. Marina Sokol, Konstantin Avrachenkov, Paulo Gonçalves, Alexey Mishenin |
| 2012 | Generalized Similarity Kernels for Efficient Sequence Classification. Pavel P. Kuksa, Imdadullah Khan, Vladimir Pavlovic |
| 2012 | Global Linear Neighborhoods for Efficient Label Propagation. Ze Tian, Rui Kuang |
| 2012 | Granger Causality Analysis in Irregular Time Series. Mohammad Taha Bahadori, Yan Liu |
| 2012 | Group Sparsity in Nonnegative Matrix Factorization. Jingu Kim, Renato D. C. Monteiro, Haesun Park |
| 2012 | HAR: Hub, Authority and Relevance Scores in Multi-Relational Data for Query Search. Xutao Li, Michael K. Ng, Yunming Ye |
| 2012 | Heterogeneous Data Fusion via Space Alignment Using Nonmetric Multidimensional Scaling. Jaegul Choo, Shawn Bohn, Grant Nakamura, Amanda M. White, Haesun Park |
| 2012 | Heterogeneous Datasets Representation and Learning using Diffusion Maps and Laplacian Pyramids. Neta Rabin, Ronald R. Coifman |
| 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 | IntruMine: Mining Intruders in Untrustworthy Data of Cyber-physical Systems. Lu-An Tang, Quanquan Gu, Xiao Yu, Jiawei Han, Thomas La Porta, Alice Leung, Tarek F. Abdelzaher, Lance M. Kaplan |
| 2012 | Kernelized Probabilistic Matrix Factorization: Exploiting Graphs and Side Information. Tinghui Zhou, Hanhuai Shan, Arindam Banerjee, Guillermo Sapiro |
| 2012 | Large-Scale Nonparametric Estimation of Vehicle Travel Time Distributions. Rikiya Takahashi, Takayuki Osogami, Tetsuro Morimura |
| 2012 | Learning Hierarchical Relationships among Partially Ordered Objects with Heterogeneous Attributes and Links. Chi Wang, Jiawei Han, Qi Li, Xiang Li, Wen-Pin Lin, Heng Ji |
| 2012 | Learning from Heterogeneous Sources via Gradient Boosting Consensus. Xiaoxiao Shi, Jean-François Paiement, David Grangier, Philip S. Yu |
| 2012 | Legislative Prediction via Random Walks over a Heterogeneous Graph. Jun Wang, Kush R. Varshney, Aleksandra Mojsilovic |
| 2012 | MARBLES: Mining Association Rules Buried in Long Event Sequences. Boris Cule, Nikolaj Tatti, Bart Goethals |
| 2012 | Microscopic Social Influence. Ting Wang, Mudhakar Srivatsa, Dakshi Agrawal, Ling Liu |
| 2012 | Mining Compressing Sequential Patterns. Hoang Thanh Lam, Fabian Moerchen, Dmitriy Fradkin, Toon Calders |
| 2012 | Mining Massive Archives of Mice Sounds with Symbolized Representations. Jesin Zakaria, Sarah Rotschafer, Abdullah Mueen, Khaleel Razak, Eamonn J. Keogh |
| 2012 | Mining Multi-Label Data Streams Using Ensemble-Based Active Learning. Peng Wang, Peng Zhang, Li Guo |
| 2012 | Mining Patterns in Networks using Homomorphism. Anton Dries, Siegfried Nijssen |
| 2012 | Mining Social Dependencies in Dynamic Interaction Networks. Freddy Chong Tat Chua, Hady Wirawan Lauw, Ee-Peng Lim |
| 2012 | Monitoring and Mining Insect Sounds in Visual Space. Yuan Hao, Bilson J. L. Campana, Eamonn J. Keogh |
| 2012 | Multi-Objective Multi-Label Classification. Chuan Shi, Xiangnan Kong, Philip S. Yu, Bai Wang |
| 2012 | Multi-skill Collaborative Teams based on Densest Subgraphs. Amita Gajewar, Atish Das Sarma |
| 2012 | Nearest-Neighbor Search on a Time Budget via Max-Margin Trees. Parikshit Ram, Dongryeol Lee, Alexander G. Gray |
| 2012 | On Dynamic Link Inference in Heterogeneous Networks. Charu C. Aggarwal, Yan Xie, Philip S. Yu |
| 2012 | On Evaluation of Outlier Rankings and Outlier Scores. Erich Schubert, Remigius Wojdanowski, Arthur Zimek, Hans-Peter Kriegel |
| 2012 | On Finding Joint Subspace Boolean Matrix Factorizations. Pauli Miettinen |
| 2012 | On Influential Node Discovery in Dynamic Social Networks. Charu C. Aggarwal, Shuyang Lin, Philip S. Yu |
| 2012 | Optimal Distance Estimation Between Compressed Data Series. Nikolaos M. Freris, Michail Vlachos, Suleyman Serdar Kozat |
| 2012 | PICS: Parameter-free Identification of Cohesive Subgroups in Large Attributed Graphs. Leman Akoglu, Hanghang Tong, Brendan Meeder, Christos Faloutsos |
| 2012 | Proceedings of the Twelfth SIAM International Conference on Data Mining, Anaheim, California, USA, April 26-28, 2012. |
| 2012 | Pseudo Cold Start Link Prediction with Multiple Sources in Social Networks. Liang Ge, Aidong Zhang |
| 2012 | Query-based Biclustering using Formal Concept Analysis. Faris Alqadah, Joel S. Bader, Rajul Anand, Chandan K. Reddy |
| 2012 | RP-growth: Top-k Mining of Relevant Patterns with Minimum Support Raising. Yoshitaka Kameya, Taisuke Sato |
| 2012 | Regularized Structured Output Learning with Partial Labels. Sundararajan Sellamanickam, Charu Tiwari, Sathiya Keerthi Selvaraj |
| 2012 | Robust Reputation-Based Ranking on Bipartite Rating Networks. Rong-Hua Li, Jeffrey Xu Yu, Xin Huang, Hong Cheng |
| 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 | Sampling Strategies to Evaluate the Performance of Unknown Predictors. Hamed Valizadegan, Saeed Amizadeh, Milos Hauskrecht |
| 2012 | Scalable Induction of Probabilistic Real-Time Automata Using Maximum Frequent Pattern Based Clustering. Jana Schmidt, Sonja Ansorge, Stefan Kramer |
| 2012 | Simplex Distributions for Embedding Data Matrices over Time. Kristian Kersting, Mirwaes Wahabzada, Christoph Römer, Christian Thurau, Agim Ballvora, Uwe Rascher, Jens Leon, Christian Bauckhage, Lutz Plümer |
| 2012 | Slim: Directly Mining Descriptive Patterns. Koen Smets, Jilles Vreeken |
| 2012 | Sparse Group Lasso: Consistency and Climate Applications. Soumyadeep Chatterjee, Karsten Steinhaeuser, Arindam Banerjee, Snigdhansu Chatterjee, Auroop R. Ganguly |
| 2012 | Stratification Based Hierarchical Clustering Over a Deep Web Data Source. Tantan Liu, Gagan Agrawal |
| 2012 | Structural Analysis in Multi-Relational Social Networks. Bing Tian Dai, Freddy Chong Tat Chua, Ee-Peng Lim |
| 2012 | Subtree Replacement in Decision Tree Simplification. Salvatore Ruggieri |
| 2012 | Supervised Clustering of Label Ranking Data. Mihajlo Grbovic, Nemanja Djuric, Slobodan Vucetic |
| 2012 | Symmetric Nonnegative Matrix Factorization for Graph Clustering. Da Kuang, Haesun Park, Chris H. Q. Ding |
| 2012 | The Multi-Set Stream Clustering Problem. Charu C. Aggarwal |
| 2012 | The Similarity Between Stochastic Kronecker and Chung-Lu Graph Models. C. Seshadhri, Ali Pinar, Tamara G. Kolda |
| 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 | Tracking Spatio-Temporal Diffusion in Climate Data. Jaya Kawale, Aditya Pal, Rob Fatland |
| 2012 | Transfer Learning of Distance Metrics by Cross-Domain Metric Sampling across Heterogeneous Spaces. Guo-Jun Qi, Charu C. Aggarwal, Thomas S. Huang |
| 2012 | Transfer Significant Subgraphs across Graph Databases. Xiaoxiao Shi, Xiangnan Kong, Philip S. Yu |
| 2012 | Transfer Topic Modeling with Ease and Scalability. Jeon-Hyung Kang, Jun Ma, Yan Liu |
| 2012 | Transformation Based Ensembles for Time Series Classification. Anthony J. Bagnall, Luke M. Davis, Jon Hills, Jason Lines |
| 2012 | Visualizing Variable-Length Time Series Motifs. Yuan Li, Jessica Lin, Tim Oates |
| 2012 | WIGM: Discovery of Subgraph Patterns in a Large Weighted Graph. Jiong Yang, Wei Su, Shirong Li, Mehmet M. Dalkiliç |
| 2012 | Which Distance Metric is Right: An Evolutionary K-Means View. Chuanren Liu, Tianming Hu, Yong Ge, Hui Xiong |