| 2015 | Multi-View Low-Rank Analysis for Outlier Detection. | Sheng Li, Ming Shao, Yun Fu |
| 2015 | Domain-Knowledge Driven Cognitive Degradation Modeling for Alzheimer's Disease. | Ying Lin, Kaibo Liu, Eunshin Byon, Xiaoning Qian, Shuai Huang |
| 2015 | Functional Node Detection on Linked Data. | Kang Li, Jing Gao, Suxin Guo, Nan Du, Aidong Zhang |
| 2015 | Same bang, fewer bucks: efficient discovery of the cost-influence skyline. | Matthijs van Leeuwen, Antti Ukkonen |
| 2015 | MET: A Fast Algorithm for Minimizing Propagation in Large Graphs with Small Eigen-Gaps. | Long T. Le, Tina Eliassi-Rad, Hanghang Tong |
| 2015 | Learning Compressive Sensing Models for Big Spatio-Temporal Data. | Dongeun Lee, Jaesik Choi |
| 2015 | A Bayesian Framework for Modeling Human Evaluations. | Himabindu Lakkaraju, Jure Leskovec, Jon M. Kleinberg, Sendhil Mullainathan |
| 2015 | A Framework for Simplifying Trip Data into Networks via Coupled Matrix Factorization. | Chia-Tung Kuo, James Bailey, Ian Davidson |
| 2015 | Exceptional Model Mining with Tree-Constrained Gradient Ascent. | Thomas E. Krak, Ad Feelders |
| 2015 | Towards Permission Request Prediction on Mobile Apps via Structure Feature Learning. | Deguang Kong, Hongxia Jin |
| 2015 | Ensemble Learning Methods for Binary Classification with Multi-modality within the Classes. | Anuj Karpatne, Ankush Khandelwal, Vipin Kumar |
| 2015 | Getting to Know the Unknown Unknowns: Destructive-Noise Resistant Boolean Matrix Factorization. | Sanjar Karaev, Pauli Miettinen, Jilles Vreeken |
| 2015 | Hierarchical Active Transfer Learning. | David C. Kale, Marjan Ghazvininejad, Anil Ramakrishna, Jingrui He, Yan Liu |
| 2015 | Online Resource Allocation with Structured Diversification. | Nicholas Johnson, Arindam Banerjee |
| 2015 | Optimizing Hashing Functions for Similarity Indexing in Arbitrary Metric and Nonmetric Spaces. | Pat Jangyodsuk, Panagiotis Papapetrou, Vassilis Athitsos |
| 2015 | Frameworks to Encode User Preferences for Inferring Topic-sensitive Information Networks. | Qingbo Hu, Sihong Xie, Shuyang Lin, Wei Fan, Philip S. Yu |
| 2015 | Principled Neuro-Functional Connectivity Discovery. | Kejun Huang, Nicholas D. Sidiropoulos, Evangelos E. Papalexakis, Christos Faloutsos, Partha Pratim Talukdar, Tom M. Mitchell |
| 2015 | A Generalized Mixture Framework for Multi-label Classification. | Charmgil Hong, Iyad Batal, Milos Hauskrecht |
| 2015 | Efficient Online Relative Comparison Kernel Learning. | Eric Heim, Matthew Berger, Lee M. Seversky, Milos Hauskrecht |
| 2015 | What shall I share and with Whom? - A Multi-Task Learning Formulation using Multi-Faceted Task Relationships. | Sunil Gupta, Santu Rana, Dinh Q. Phung, Svetha Venkatesh |
| 2015 | Data mining for real mining: A robust algorithm for prospectivity mapping with uncertainties. | Justin Granek, Eldad Haber |
| 2015 | Low Rank Representation on Riemannian Manifold of Symmetric Positive Definite Matrices. | Yifan Fu, Junbin Gao, Xia Hong, David Tien |
| 2015 | Active Multi-task Learning via Bandits. | Meng Fang, Dacheng Tao |
| 2015 | A Divide-and-Conquer Algorithm for Betweenness Centrality. | Dra Erds, Vatche Ishakian, Azer Bestavros, Evimaria Terzi |
| 2015 | OnlineCM: Real-time Consensus Classification with Missing Values. | Bowen Dong, Sihong Xie, Jing Gao, Wei Fan, Philip S. Yu |