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Tuesday, December 11
| Tuesday, December 11 | ||||||||||
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| 8.15 | Opening Room: Salle des Nations I & II |
8.15 | ||||||||
| 8.30 | Keynote by Martin Krzywinski Room: Salle des Nations I & II |
8.30 | ||||||||
| 9.30 | Coffee break | 9.30 | ||||||||
| 10.00 |
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10.00 | ||||||||
| 12.00 | Lunch (on your own) | 12.00 | ||||||||
| 13.30 | Efficient Algorithms 1 Room: Salle des nations I |
Privacy and Security Room: Salle des nations II |
Spatial and Temporal Room: Permeke & Rembrandt |
Tutorial 2 Room: Alto & Mezzo & Tempo |
13.30 | |||||
| 15.30 | Coffee break | 15.30 | ||||||||
| 16.00 | Models and Algorithms for New Applications Room: Salle des nations I |
Data Pre-Processing Room: Salle des nations II |
Foundations and Quality Control Room: Permeke & Rembrandt |
Tutorial 2 Room: Alto & Mezzo & Tempo |
16.00 | |||||
| 18.00 | 18.00 | |||||||||
| 18.30 | Welcome Reception 2nd Floor |
18.30 | ||||||||
Classification 1
Tuesday, 11 December
10:00 – 12:00
| 10:00 | Hierarchical Multilabel Classification with Minimum Bayes Risk short_paper) echo(" (Short)");?> Wei Bi and James T. Kwok |
DM220 |
| 10:20 | Multi-Task Semi-Supervised Semantic Feature Learning for Classification short_paper) echo(" (Short)");?> Changying Du, Fuzhen Zhuang, Qing He, and Zhongzhi Shi |
DM223 |
| 10:40 | Handling Ambiguity via Input-Output Kernel Learning short_paper) echo(" (Short)");?> Xinxing Xu, Ivor W. Tsang, and Dong Xu |
DM486 |
| 11:00 | ConfDTree: Improving Decision Trees Using Confidence Intervals short_paper) echo(" (Short)");?> Gilad Katz, Asaf Shabtai, Lior Rokach, and Nir Ofek |
DM403 |
| 11:20 | Unsupervised Multi-Class Regularized Least-Squares Classification short_paper) echo(" (Short)");?> Tapio Pahikkala, Antti Airola, Fabian Gieseke, and Oliver Kramer |
DM597 |
| 11:40 | A Novel Semantic Smoothing Method based on Higher Order Paths for Text Classification short_paper) echo(" (Short)");?> Mithat Poyraz, Zeynep Hilal Urhan, and Murat Can Ganiz |
DM686 |
Clustering 1
Tuesday, 11 December
10:00 – 12:00
| 10:00 | Efficient Kernel Clustering Using Random Fourier Features short_paper) echo(" (Short)");?> Radha Chitta, Rong Jin, and Anil K. Jain |
DM275 |
| 10:20 | Kernel-based Weighted Multi-view Clustering short_paper) echo(" (Short)");?> Grigorios Tzortzis and Aristidis Likas |
DM359 |
| 10:40 | A General and Scalable Approach to Mixed Membership Clustering short_paper) echo(" (Short)");?> Frank Lin and William W. Cohen |
DM481 |
| 11:00 | Robust Nonnegative Matrix Factorization via Half-Quadratic Minimization short_paper) echo(" (Short)");?> Liang Du, Xuan Li, and Yi-Dong Shen |
DM272 |
| 11:20 | An Ellipsoidal K-means for document clustering short_paper) echo(" (Short)");?> Faabom Dzogang, Christophe Marsala, Marie-Jeanne Lesot, and Maria Rifqi |
DM915 |
| 11:40 | Self-adjusting Models for Semi-supervised Learning in Partially-observed Settings short_paper) echo(" (Short)");?> Ferit Akova, Murat Dundar, Yuan Qi, and Bartek Rajwa |
DM931 |
Social Networks 1
Tuesday, 11 December
10:00 – 12:00
| 10:00 | Defining and Evaluating Network Communities based on Ground-truth short_paper) echo(" (Short)");?> Jaewon Yang and Jure Leskovec |
DM911 |
| 10:20 | Community Preserving Lossy Compression of Social Networks short_paper) echo(" (Short)");?> Hossein Maserrat and Jian Pei |
DM381 |
| 10:40 | Spotting Culprits in Epidemics: How many and Which ones? short_paper) echo(" (Short)");?> B. Aditya Prakash, Jilles Vreeken, and Christos Faloutsos |
DM399 |
| 11:00 | Detecting Anomalies in Bipartite Graphs with Mutual Dependency Principles short_paper) echo(" (Short)");?> Hanbo DAI, Feida ZHU, Ee-Peng LIM, and HweeHwa Pang |
DM545 |
| 11:20 | RankTopic: Ranking Based Topic Modeling short_paper) echo(" (Short)");?> Dongsheng Duan, Yuhua Li, Ruixuan Li, Rui Zhang, and Aiming Wen |
DM864 |
| 11:40 | Automatically Discovering Talented Musicians with Acoustic Analysis of YouTube Videos short_paper) echo(" (Short)");?> Eric Nichols, Charles DuHadway, Hrishikesh Aradhye, and Richard Lyon |
DM856 |
Efficient Algorithms 1
Tuesday, 11 December
13:30 – 15:30
| 13:30 | Scalable Coordinate Descent Approaches to Parallel Matrix Factorization for Recommender Systems short_paper) echo(" (Short)");?> Hsiang-Fu Yu, Cho-Jui Hsieh, Si Si, and Inderjit Dhillon |
DM332 |
| 13:50 | Tuple MapReduce: Beyond classic MapReduce short_paper) echo(" (Short)");?> Pedro Ferrera, Ivan de Prado, Eric Palacios, Jose Luis Fernandez-Marquez, and Giovanna Di Marzo Serugendo |
DM805 |
| 14:10 | Parallelization with Multiplicative Algorithms for Big Data Mining short_paper) echo(" (Short)");?> Dijun Luo, Chris Ding, and Heng Huang |
DM671 |
| 14:30 | Efficient Pattern-Based Time Series Classification on GPU short_paper) echo(" (Short)");?> Kai-Wei Chang, Biplab Deka, Wen-Mei W. Hwu, and Dan Roth |
DM699 |
| 14:50 | GPU-Accelerated Feature Selection for Outlier Detection using the Local Kernel Density Ratio short_paper) echo(" (Short)");?> Fatemeh Azmandian, Ayse Yilmazer, Jennifer G. Dy, Javed A. Aslam, and David R. Kaeli |
DM371 |
| 15:10 | Scalable Training of Sparse Linear SVM short_paper) echo(" (Short)");?> Guo-Xun Yuan and Kwan-Liu Ma |
DM247 |
Privacy and Security
Tuesday, 11 December
13:30 – 15:30
| 13:30 | Reconstructing Graphs from Neighborhood Data short_paper) echo(" (Short)");?> Dora Erdos, Rainer Gemulla, and Evimaria Terzi |
DM387 |
| 13:50 | Differentially Private Histogram Publishing through Lossy Compression short_paper) echo(" (Short)");?> Gergely Acs, Claude Castelluccia, and Rui Chen |
DM928 |
| 14:10 | Class Probability Estimates are Unreliable for Imbalanced Data (and How to Fix Them) short_paper) echo(" (Short)");?> Byron C. Wallace and Issa J. Dahabreh |
DM578 |
| 14:30 | A General Framework for Publishing Privacy Protected and Utility Preserved Graph short_paper) echo(" (Short)");?> Mingxuan Yuan, Lei Chen, Weixiong Rao, and Hong Mei |
DM494 |
| 14:42 | Privacy-preserving SimRank over Distributed Information Network short_paper) echo(" (Short)");?> Yu-Wei Chu, Chih-Hua Tai, Ming-Syan Chen, and Philip S. Yu |
DM682 |
| 14:54 | Mining Permission Request Patterns from Android and Facebook Applications short_paper) echo(" (Short)");?> Mario Frank, Ben Dong, Adrienne Porter Felt, and Dawn Song |
DM370 |
| 15:06 | Multiple Kernel Learning Clustering with an Application to Malware short_paper) echo(" (Short)");?> Blake Anderson, Curtis Storlie, and Terran Lane |
DM716 |
| 15:18 | Risks of Friendships on Social Networks short_paper) echo(" (Short)");?> Cuneyt Gurcan Akcora, Barbara Carminati, and Elena Ferrari |
DM674 |
Spatial and Temporal
Tuesday, 11 December
13:30 – 15:30
| 13:30 | Effective and Robust Mining of Temporal Subspace Clusters short_paper) echo(" (Short)");?> Hardy Kremer, Stephan Günnemann, Arne Held, and Thomas Seidl |
DM667 |
| 13:50 | Student-t based Robust Spatio-Temporal Prediction short_paper) echo(" (Short)");?> Yang Chen, Feng Chen, Jing Dai, T. Charles Clancy, and Yao-Jan Wu |
DM847 |
| 14:10 | Robust Prediction and Outlier Detection for Spatial Dataset short_paper) echo(" (Short)");?> Xutong Liu, Feng Chen, and Chang-Tien Lu |
DM876 |
| 14:30 | Understanding Data Completeness in Network Monitoring Systems short_paper) echo(" (Short)");?> Flip Korn, Ruilin Liu, and Hui (Wendy) Wang |
DM884 |
| 14:50 | Inferring the Root Cause in Road Traffic Anomalies short_paper) echo(" (Short)");?> Sanjay Chawla, Yu Zheng, and Jiafeng Hu |
DM711 |
| 15:10 | A Stochastic Model for Context-Aware Anomaly Detection in Indoor Location Traces short_paper) echo(" (Short)");?> Chuanren Liu, Hui Xiong, Yong Ge, Wei Geng, Matt Perkins |
DM720 |
Models and Algorithms for New Applications
Tuesday, 11 December
16:00 – 18:00
| 16:00 | ETM: Entity Topic Models for Mining Documents Associated with Entities short_paper) echo(" (Short)");?> Hyungsul Kim, Yizhou Sun, Julia Hockenmaier, and Jiawei Han |
DM822 |
| 16:20 | Efficient Algorithms for Finding Richer Subgroup Descriptions in Numeric and Nominal Data short_paper) echo(" (Short)");?> Michael Mampaey, Siegfried Nijssen, Ad Feelders, and Arno Knobbe |
DM694 |
| 16:40 | Sparse Group Selection on Fused Lasso Components for Identifying Group-specific DNA Copy Number Variations short_paper) echo(" (Short)");?> Ze Tian, Huanan Zhang, and Rui Kuang |
DM380 |
| 17:00 | Multiplicative Algorithms for Constrained Non-negative Matrix Factorization short_paper) echo(" (Short)");?> Chengbin Peng, Ka-Chun Wong, Alyn Rockwood, Xiangliang Zhang, Jinling Jiang, and David E. Keyes |
DM334 |
| 17:12 | Rapid and Robust Denoising of Pyrosequenced Amplicons for Metagenomics short_paper) echo(" (Short)");?> Byunghan Lee, Joonhong Park, and Sungroh Yoon |
DM446 |
| 17:24 | Multi-task Learning for Classifying Proteins with Dual Hierarchies short_paper) echo(" (Short)");?> Anveshi Charuvaka and Huzefa Rangwala |
DM724 |
| 17:36 | A New Proposal for Score Normalization in Biometric Signature Recognition Based on Client Threshold Prediction short_paper) echo(" (Short)");?> Carlos Vivaracho-Pascual, Arancha Simon-Hurtado, Esperanza Manso-Martinez, and Juan Pascual-Gaspar |
DM579 |
| 17:48 | Analysis of Temporal High-Dimensional Gene Expression Data for Identifying Informative Biomarker Candidates short_paper) echo(" (Short)");?> Qiang Lou and Zoran Obradovic |
DM859 |
Data Pre-Processing
Tuesday, 11 December
16:00 – 18:00
| 16:00 | Estimating Local Information Trustworthiness via Multi-Source Joint Matrix Factorization short_paper) echo(" (Short)");?> Liang Ge, Jing Gao, Xiao Yu, Wei Fan, and Aidong Zhang |
DM784 |
| 16:12 | Heterogeneous Constraint Propagation with Constrained Sparse Representation short_paper) echo(" (Short)");?> Zhiwu Lu and Yuxin Peng |
DM568 |
| 16:24 | Collaborative Filtering with Aspect-based Opinion Mining: A Tensor Factorization Approach short_paper) echo(" (Short)");?> Yuanhong Wang, Yang Liu, and Xiaohui Yu |
DM974 |
| 16:36 | Signal Disaggregation via Sparse Coding with Featured Discriminative Dictionary short_paper) echo(" (Short)");?> Bingsheng Wang, Feng Chen, Haili Dong, Arnold P. Boedihardjo, Chang-Tien Lu |
DM954 |
| 16:48 | Hashing with Generalized Nystrom Approximation short_paper) echo(" (Short)");?> Jeong-Min Yun, Saehoon Kim, and Seungjin Choi |
DM376 |
| 17:00 | Low-Rank Transfer Subspace Learning short_paper) echo(" (Short)");?> Ming Shao, Carlos Castillo, Zhenghong Gu, and Yun Fu |
DM459 |
| 17:12 | Geodesic based semi-supervised multi-manifold feature extraction short_paper) echo(" (Short)");?> Mingyu Fan, Xiaoqin Zhang, Zhouchen Lin, Zhongfei Zhang, and Hujun Bao |
DM538 |
| 17:24 | Learning Heterogeneous Similarity Measures for Hybrid-Recommendations in Meta-Mining short_paper) echo(" (Short)");?> Phong Nguyen, Jun Wang, Melanie Hilario, and Alexandros Kalousis |
DM663 |
| 17:36 | IceCube: Efficient Targeted Mining in Data Cubes short_paper) echo(" (Short)");?> Shrutendra K Harsola, Prasad M Deshpande, and Jayant R Haritsa |
DM932 |
| 17:48 | Direct Discovery of High Utility Itemsets without Candidate Generation short_paper) echo(" (Short)");?> Junqiang Liu, Ke Wang, and Benjamin C.M. Fung |
DM554 |
Foundations and Quality Control
Tuesday, 11 December
16:00 – 18:00
| 16:00 | Hierarchical Multi-task Learning with Application to Wafer Quality Prediction short_paper) echo(" (Short)");?> Jingrui He and Yada Zhu |
DM416 |
| 16:20 | Stream Classification with Recurring and Novel Class Detection using Class-Based Ensemble short_paper) echo(" (Short)");?> Tahseen Al-Khateeb, Mohammad M. Masud, Latifur Khan, Charu Aggarwal, Jiawei Han, and Bhavani Thuraisingham |
DM284 |
| 16:40 | Assessing the Significance of Data Mining Results on Graphs with Feature Vectors short_paper) echo(" (Short)");?> Stephan Günnemann, Phuong Dao, Mohsen Jamali, and Martin Ester |
DM773 |
| 17:00 | Scaling Inference for Markov Logic via Dual Decomposition short_paper) echo(" (Short)");?> Feng Niu, Ce Zhang, Christopher Ré, and Jude Shavlik |
DM377 |
| 17:12 | Estimating the Expected Effectiveness of Text Classification Solutions under Subclass Distribution Shifts short_paper) echo(" (Short)");?> Nedim Lipka, Benno Stein, and James G. Shanahan |
DM786 |
| 17:24 | Adapting Component Analysis short_paper) echo(" (Short)");?> Fatemeh Dorri and Ali Ghodsi |
DM747 |
| 17:36 | Cost-Sensitive Online Classification and Its Application to Online Anomaly Detection short_paper) echo(" (Short)");?> Jialei Wang, Peilin Zhao, and Steven C.H. Hoi |
DM468 |
| 17:48 | Self-Taught Active Learning from Crowds short_paper) echo(" (Short)");?> Meng Fang, Xingquan Zhu, Bin Li, Wei Ding, and Xindong Wu |
DM826 |