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| 2015 | A Distributed Frank-Wolfe Algorithm for Communication-Efficient Sparse Learning. Aurélien Bellet, Yingyu Liang, Alireza Bagheri Garakani, Maria-Florina Balcan, Fei Sha |
| 2015 | A Divide-and-Conquer Algorithm for Betweenness Centrality. Dóra Erdös, Vatche Ishakian, Azer Bestavros, Evimaria Terzi |
| 2015 | A Framework for Simplifying Trip Data into Networks via Coupled Matrix Factorization. Chia-Tung Kuo, James Bailey, Ian Davidson |
| 2015 | A Generalized Mixture Framework for Multi-label Classification. Charmgil Hong, Iyad Batal, Milos Hauskrecht |
| 2015 | A Multi-label Least-Squares Hashing For Scalable Image Search. Shengsheng Wang, Zi Huang, Xin-Shun Xu |
| 2015 | Active Multi-task Learning via Bandits. Meng Fang, Dacheng Tao |
| 2015 | An ADMM Algorithm for Clustering Partially Observed Networks. Necdet Serhat Aybat, Sahar Zarmehri, Soundar R. T. Kumara |
| 2015 | An LLE based Heterogeneous Metric Learning for Cross-media Retrieval. Peng Zhou, Liang Du, Mingyu Fan, Yi-Dong Shen |
| 2015 | Approximation Algorithms for Reducing the Spectral Radius to Control Epidemic Spread. Sudip Saha, Abhijin Adiga, B. Aditya Prakash, Anil Kumar S. Vullikanti |
| 2015 | Attacking DBSCAN for Fun and Profit. Jonathan Crussell, W. Philip Kegelmeyer |
| 2015 | Back Matter. |
| 2015 | Believe It Today or Tomorrow? Detecting Untrustworthy Information from Dynamic Multi-Source Data. Houping Xiao, Yaliang Li, Jing Gao, Fei Wang, Liang Ge, Wei Fan, Long H. Vu, Deepak S. Turaga |
| 2015 | Binary Classifier Calibration Using a Bayesian Non-Parametric Approach. Mahdi Pakdaman Naeini, Gregory F. Cooper, Milos Hauskrecht |
| 2015 | Causal Inference by Direction of Information. Jilles Vreeken |
| 2015 | Clustering and Ranking in Heterogeneous Information Networks via Gamma-Poisson Model. Junxiang Chen, Wei Dai, Yizhou Sun, Jennifer G. Dy |
| 2015 | Combating Product Review Spam Campaigns via Multiple Heterogeneous Pairwise Features. Chang Xu, Jie Zhang |
| 2015 | Community Detection for Emerging Networks. Jiawei Zhang, Philip S. Yu |
| 2015 | Convex Matrix Completion: A Trace-Ball Optimization Perspective. Guangxiang Zeng, Ping Luo, Enhong Chen, Hui Xiong, Hengshu Zhu, Qi Liu |
| 2015 | Correlating Surgical Vital Sign Quality with 30-Day Outcomes using Regression on Time Series Segment Features. Risa B. Myers, John C. Frenzel, Joseph R. Ruiz, Christopher M. Jermaine |
| 2015 | Cross-Modal Retrieval: A Pairwise Classification Approach. Aditya Krishna Menon, Didi Surian, Sanjay Chawla |
| 2015 | DIAS: A Disassemble-Assemble Framework for Highly Sparse Text Clustering. Hongfu Liu, Junjie Wu, Dacheng Tao, Yuchao Zhang, Yun Fu |
| 2015 | Data Stream Classification Guided by Clustering on Nonstationary Environments and Extreme Verification Latency. Vinícius M. A. de Souza, Diego Furtado Silva, João Gama, Gustavo E. A. P. A. Batista |
| 2015 | Data mining for real mining: A robust algorithm for prospectivity mapping with uncertainties. Justin Granek, Eldad Haber |
| 2015 | Domain-Knowledge Driven Cognitive Degradation Modeling for Alzheimer's Disease. Ying Lin, Kaibo Liu, Eunshin Byon, Xiaoning Qian, Shuai Huang |
| 2015 | Dropout Training of Matrix Factorization and Autoencoder for Link Prediction in Sparse Graphs. Shuangfei Zhai, Zhongfei (Mark) Zhang |
| 2015 | Efficient Algorithms for a Robust Modularity-Driven Clustering of Attributed Graphs. Patricia Iglesias Sánchez, Emmanuel Müller, Uwe Leo Korn, Klemens Böhm, Andrea Kappes, Tanja Hartmann, Dorothea Wagner |
| 2015 | Efficient Online Relative Comparison Kernel Learning. Eric Heim, Matthew Berger, Lee M. Seversky, Milos Hauskrecht |
| 2015 | Efficient Partial Order Preserving Unsupervised Feature Selection on Networks. Xiaokai Wei, Sihong Xie, Philip S. Yu |
| 2015 | Ensemble Learning Methods for Binary Classification with Multi-modality within the Classes. Anuj Karpatne, Ankush Khandelwal, Vipin Kumar |
| 2015 | Estimating Ad Impact on Clicker Conversions for Causal Attribution: A Potential Outcomes Approach. Joel Barajas, Ram Akella, Aaron Flores, Marius Holtan |
| 2015 | Exceptional Model Mining with Tree-Constrained Gradient Ascent. Thomas E. Krak, Ad Feelders |
| 2015 | Exploring the Impact of Dynamic Mutual Influence on Social Event Participation. Tong Xu, Hao Zhong, Hengshu Zhu, Hui Xiong, Enhong Chen, Guannan Liu |
| 2015 | FORMULA: FactORized MUlti-task LeArning for task discovery in personalized medical models. Jianpeng Xu, Jiayu Zhou, Pang-Ning Tan |
| 2015 | Fast Eigen-Functions Tracking on Dynamic Graphs. Chen Chen, Hanghang Tong |
| 2015 | Fast Mining of a Network of Coevolving Time Series. Yongjie Cai, Hanghang Tong, Wei Fan, Ping Ji |
| 2015 | Faster Jobs in Distributed Data Processing using Multi-Task Learning. Neeraja Jayant Yadwadkar, Bharath Hariharan, Joseph Gonzalez, Randy H. Katz |
| 2015 | Feature Selection for Nonlinear Regression and its Application to Cancer Research. Yijun Sun, Jin Yao, Steve Goodison |
| 2015 | Feature-based factorized Bilinear Similarity Model for Cold-Start Top- Mohit Sharma, Jiayu Zhou, Junling Hu, George Karypis |
| 2015 | Festival, Date and Limit Line: Predicting Vehicle Accident Rate in Beijing. Xinyu Wu, Ping Luo, Qing He, Tianshu Feng, Fuzhen Zhuang |
| 2015 | Frameworks to Encode User Preferences for Inferring Topic-sensitive Information Networks. Qingbo Hu, Sihong Xie, Shuyang Lin, Wei Fan, Philip S. Yu |
| 2015 | From Categorical to Numerical: Multiple Transitive Distance Learning and Embedding. Kai Zhang, Qiaojun Wang, Zhengzhang Chen, Ivan Marsic, Vipin Kumar, Guofei Jiang, Jie Zhang |
| 2015 | Front Matter. |
| 2015 | Functional Node Detection on Linked Data. Kang Li, Jing Gao, Suxin Guo, Nan Du, Aidong Zhang |
| 2015 | GIN: A Clustering Model for Capturing Dual Heterogeneity in Networked Data. Jialu Liu, Chi Wang, Jing Gao, Quanquan Gu, Charu C. Aggarwal, Lance M. Kaplan, Jiawei Han |
| 2015 | Getting to Know the Unknown Unknowns: Destructive-Noise Resistant Boolean Matrix Factorization. Sanjar Karaev, Pauli Miettinen, Jilles Vreeken |
| 2015 | Graph Regularized Meta-path Based Transductive Regression in Heterogeneous Information Network. Mengting Wan, Yunbo Ouyang, Lance M. Kaplan, Jiawei Han |
| 2015 | Health Insurance Market Risk Assessment: Covariate Shift and k-Anonymity. Dennis Wei, Karthikeyan Natesan Ramamurthy, Kush R. Varshney |
| 2015 | Hidden Hazards: Finding Missing Nodes in Large Graph Epidemics. Shashidhar Sundareisan, Jilles Vreeken, B. Aditya Prakash |
| 2015 | Hierarchical Active Transfer Learning. David C. Kale, Marjan Ghazvininejad, Anil Ramakrishna, Jingrui He, Yan Liu |
| 2015 | Labeling Educational Content with Academic Learning Standards. Danish Contractor, Kashyap Popat, Shajith Ikbal, Sumit Negi, Bikram Sengupta, Mukesh K. Mohania |
| 2015 | Learning Complex Rare Categories with Dual Heterogeneity. Pei Yang, Jingrui He, Jia-Yu Pan |
| 2015 | Learning Compressive Sensing Models for Big Spatio-Temporal Data. Dongeun Lee, Jaesik Choi |
| 2015 | Learning Stroke Treatment Progression Models for an MDP Clinical Decision Support System. Dan C. Coroian, Kris Hauser |
| 2015 | Legislative Prediction with Dual Uncertainty Minimization from Heterogeneous Information. Yu Cheng, Ankit Agrawal, Huan Liu, Alok N. Choudhary |
| 2015 | Less is More: Building Selective Anomaly Ensembles with Application to Event Detection in Temporal Graphs. Shebuti Rayana, Leman Akoglu |
| 2015 | Localizing Temporal Anomalies in Large Evolving Graphs. Teng Wang, Chunsheng Victor Fang, Derek Lin, Shyhtsun Felix Wu |
| 2015 | Low Rank Representation on Riemannian Manifold of Symmetric Positive Definite Matrices. Yifan Fu, Junbin Gao, Xia Hong, David Tien |
| 2015 | MET: A Fast Algorithm for Minimizing Propagation in Large Graphs with Small Eigen-Gaps. Long T. Le, Tina Eliassi-Rad, Hanghang Tong |
| 2015 | Mining Block I/O Traces for Cache Preloading with Sparse Temporal Non-parametric Mixture of Multivariate Poisson. Lavanya Sita Tekumalla, Chiranjib Bhattacharyya |
| 2015 | Mining Multi-Relational Gradual Patterns. NhatHai Phan, Dino Ienco, Donato Malerba, Pascal Poncelet, Maguelonne Teisseire |
| 2015 | Mobile App Security Risk Assessment: A Crowdsourcing Ranking Approach from User Comments. Lei Cen, Deguang Kong, Hongxia Jin, Luo Si |
| 2015 | Modeling User Arguments, Interactions, and Attributes for Stance Prediction in Online Debate Forums. Minghui Qiu, Yanchuan Sim, Noah A. Smith, Jing Jiang |
| 2015 | Modeling Users' Adoption Behaviors with Social Selection and Influence. Ziqi Liu, Fei Wang, Qinghua Zheng |
| 2015 | Multi-Layered Framework for Modeling Relationships between Biased Objects. Iku Ohama, Takuya Kida, Hiroki Arimura |
| 2015 | Multi-View Low-Rank Analysis for Outlier Detection. Sheng Li, Ming Shao, Yun Fu |
| 2015 | Near-separable Non-negative Matrix Factorization with ℓ Abhishek Kumar, Vikas Sindhwani |
| 2015 | NetCodec: Community Detection from Individual Activities. Long Q. Tran, Mehrdad Farajtabar, Le Song, Hongyuan Zha |
| 2015 | Non-exhaustive, Overlapping Joyce Jiyoung Whang, Inderjit S. Dhillon, David F. Gleich |
| 2015 | On Influential Nodes Tracking in Dynamic Social Networks. Xiaodong Chen, Guojie Song, Xinran He, Kunqing Xie |
| 2015 | On the Non-Trivial Generalization of Dynamic Time Warping to the Multi-Dimensional Case. Mohammad Shokoohi-Yekta, Jun Wang, Eamonn J. Keogh |
| 2015 | Online Resource Allocation with Structured Diversification. Nicholas Johnson, Arindam Banerjee |
| 2015 | OnlineCM: Real-time Consensus Classification with Missing Values. Bowen Dong, Sihong Xie, Jing Gao, Wei Fan, Philip S. Yu |
| 2015 | Optimal event sequence sanitization. Grigorios Loukides, Robert Gwadera |
| 2015 | Optimizing Hashing Functions for Similarity Indexing in Arbitrary Metric and Nonmetric Spaces. Pat Jangyodsuk, Panagiotis Papapetrou, Vassilis Athitsos |
| 2015 | PLUMS: Predicting Links Using Multiple Sources. Karthik Subbian, Arindam Banerjee, Sugato Basu |
| 2015 | POLYGLOT-NER: Massive Multilingual Named Entity Recognition. Rami Al-Rfou, Vivek Kulkarni, Bryan Perozzi, Steven Skiena |
| 2015 | PatentCom: A Comparative View of Patent Document Retrieval. Longhui Zhang, Lei Li, Chao Shen, Tao Li |
| 2015 | Personalized TV Recommendation with Mixture Probabilistic Matrix Factorization. Huayu Li, Hengshu Zhu, Yong Ge, Yanjie Fu, Yuan Ge |
| 2015 | Predicting Neighbor Distribution in Heterogeneous Information Networks. Yuchi Ma, Ning Yang, Chuan Li, Lei Zhang, Philip S. Yu |
| 2015 | Predicting Preference Tags to Improve Item Recommendation. Tanwistha Saha, Huzefa Rangwala, Carlotta Domeniconi |
| 2015 | Principled Neuro-Functional Connectivity Discovery. Kejun Huang, Nicholas D. Sidiropoulos, Evangelos E. Papalexakis, Christos Faloutsos, Partha Pratim Talukdar, Tom M. Mitchell |
| 2015 | Proceedings of the 2015 SIAM International Conference on Data Mining, Vancouver, BC, Canada, April 30 - May 2, 2015 Suresh Venkatasubramanian, Jieping Ye |
| 2015 | Product Adoption Rate Prediction: A Multi-factor View. Le Wu, Qi Liu, Enhong Chen, Xing Xie, Chang Tan |
| 2015 | Propagation-based Sentiment Analysis for Microblogging Data. Jiliang Tang, Chikashi Nobata, Anlei Dong, Yi Chang, Huan Liu |
| 2015 | REAFUM: Representative Approximate Frequent Subgraph Mining. Ruirui Li, Wei Wang |
| 2015 | Rare Class Detection in Networks. Karthik Subbian, Charu C. Aggarwal, Jaideep Srivastava, Vipin Kumar |
| 2015 | Result Integrity Verification of Outsourced Privacy-preserving Frequent Itemset Mining. Ruilin Liu, Wendy Hui Wang |
| 2015 | Same bang, fewer bucks: efficient discovery of the cost-influence skyline. Matthijs van Leeuwen, Antti Ukkonen |
| 2015 | Scalable Clustering of Time Series with U-Shapelets. Liudmila Ulanova, Nurjahan Begum, Eamonn J. Keogh |
| 2015 | Scaling log-linear analysis to datasets with thousands of variables. François Petitjean, Geoffrey I. Webb |
| 2015 | Selecting Shortcuts for a Smaller World. Nikos Parotsidis, Evaggelia Pitoura, Panayiotis Tsaparas |
| 2015 | Selecting Social Media Responses to News: A Convex Framework Based On Data Reconstruction. Zaiyi Chen, Linli Xu, Enhong Chen, Biao Chang, Zhefeng Wang, Yitan Li |
| 2015 | Semi-supervised learning for structured regression on partially observed attributed graphs. Jelena Stojanovic, Milos Jovanovic, Djordje Gligorijevic, Zoran Obradovic |
| 2015 | Shapelet Ensemble for Multi-dimensional Time Series. Mustafa S. Çetin, Abdullah Mueen, Vince D. Calhoun |
| 2015 | Significant Subgraph Mining with Multiple Testing Correction. Mahito Sugiyama, Felipe Llinares-López, Niklas Kasenburg, Karsten M. Borgwardt |
| 2015 | SimplePPT: A Simple Principal Tree Algorithm. Qi Mao, Le Yang, Li Wang, Steve Goodison, Yijun Sun |
| 2015 | SourceSeer: Forecasting Rare Disease Outbreaks Using Multiple Data Sources. Theodoros Rekatsinas, Saurav Ghosh, Sumiko R. Mekaru, Elaine O. Nsoesie, John S. Brownstein, Lise Getoor, Naren Ramakrishnan |
| 2015 | Spatiotemporal Event Forecasting in Social Media. Liang Zhao, Feng Chen, Chang-Tien Lu, Naren Ramakrishnan |
| 2015 | SpecLDA: Modeling Product Reviews and Specifications to Generate Augmented Specifications. Dae Hoon Park, ChengXiang Zhai, Lifan Guo |
| 2015 | Spectral Embedding of Signed Networks. Quan Zheng, David B. Skillicorn |
| 2015 | Taming the Empirical Hubness Risk in Many Dimensions. Nenad Tomasev |
| 2015 | Temporally Coherent CRP: A Bayesian Non-Parametric Approach for Clustering Tracklets with applications to Person Discovery in Videos. Adway Mitra, Soma Biswas, Chiranjib Bhattacharyya |
| 2015 | Tensor Spectral Clustering for Partitioning Higher-order Network Structures. Austin R. Benson, David F. Gleich, Jure Leskovec |
| 2015 | Towards Classification of Social Streams. Min-Hsuan Tsai, Charu C. Aggarwal, Thomas S. Huang |
| 2015 | Towards Permission Request Prediction on Mobile Apps via Structure Feature Learning. Deguang Kong, Hongxia Jin |
| 2015 | Tracking Events Using Time-dependent Hierarchical Dirichlet Tree Model. Rumeng Li, Tao Wang, Xun Wang |
| 2015 | Vertex Clustering of Augmented Graph Streams. Ryan McConville, Weiru Liu, Paul Miller |
| 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 | Where Graph Topology Matters: The Robust Subgraph Problem. Hau Chan, Shuchu Han, Leman Akoglu |