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2011 IEEE 11th International Conference on Data Mining

Dec. 11 2011 to Dec. 14 2011

Vancouver, Canada

ISSN: 1550-4786

ISBN: 978-0-7695-4408-3

Table of Contents

Papers
Title Page iFreely available from IEEE.pp. i
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Title Page iiiFreely available from IEEE.pp. iii
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[Copyright notice]Freely available from IEEE.pp. iv
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Table of contentsFreely available from IEEE.pp. v-xiv
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Message from the Conference General ChairsFreely available from IEEE.pp. xv-xvi
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Message from the Program Co-ChairsFreely available from IEEE.pp. xvii-xviii
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Organizing CommitteeFreely available from IEEE.pp. xix-xx
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Steering CommitteeFreely available from IEEE.pp. xxi
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Program CommitteeFreely available from IEEE.pp. xxii-xxix
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List of ReviewersFreely available from IEEE.pp. xxx-xxxiii
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Algorithms for Mining the Evolution of Conserved Relational States in Dynamic NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 1-10
by Rezwan Ahmed, George Karypis
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Infrastructure Pattern Discovery in Configuration Management Databases via Large Sparse Graph MiningFull-text access may be available. Sign in or learn about subscription options.pp. 11-20
by Pranay Anchuri, Mohammed J. Zaki, Omer Barkol, Ruth Bergman, Yifat Felder, Shahar Golan, Arik Sityon
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Role-Behavior Analysis from Trajectory Data by Cross-Domain LearningFull-text access may be available. Sign in or learn about subscription options.pp. 21-30
by Shin Ando, Einoshin Suzuki
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Semi-supervised Feature Importance Evaluation with Ensemble LearningFull-text access may be available. Sign in or learn about subscription options.pp. 31-40
by Hasna Barkia, Haytham Elghazel, Alex Aussem
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COMET: A Recipe for Learning and Using Large Ensembles on Massive DataFull-text access may be available. Sign in or learn about subscription options.pp. 41-50
by Justin D. Basilico, M. Arthur Munson, Tamara G. Kolda, Kevin R. Dixon, W. Philip Kegelmeyer
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Overlapping Correlation ClusteringFull-text access may be available. Sign in or learn about subscription options.pp. 51-60
by Francesco Bonchi, Aristides Gionis, Antti Ukkonen
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Learning with Minimum Supervision: A General Framework for Transductive Transfer LearningFull-text access may be available. Sign in or learn about subscription options.pp. 61-70
by Mohammad Taha Bahadori, Yan Liu, Dan Zhang
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Confidence in Predictions from Random Tree EnsemblesFull-text access may be available. Sign in or learn about subscription options.pp. 71-80
by Siddhartha Bhattacharyya
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Mining Heavy Subgraphs in Time-Evolving NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 81-90
by Petko Bogdanov, Misael Mongiovì, Ambuj K. Singh
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Multi-Class L2,1-Norm Support Vector MachineFull-text access may be available. Sign in or learn about subscription options.pp. 91-100
by Xiao Cai, Feiping Nie, Heng Huang, Chris Ding
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SolarMap: Multifaceted Visual Analytics for Topic ExplorationFull-text access may be available. Sign in or learn about subscription options.pp. 101-110
by Nan Cao, David Gotz, Jimeng Sun, Yu-Ru Lin, Huamin Qu
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Efficiently Mining Unordered TreesFull-text access may be available. Sign in or learn about subscription options.pp. 111-120
by Mostafa Haghir Chehreghani
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CEMiner -- An Efficient Algorithm for Mining Closed Patterns from Time Interval-Based DataFull-text access may be available. Sign in or learn about subscription options.pp. 121-130
by Yi-Cheng Chen, Wen-Chih Peng, Suh-Yin Lee
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LinkBoost: A Novel Cost-Sensitive Boosting Framework for Community-Level Network Link PredictionFull-text access may be available. Sign in or learn about subscription options.pp. 131-140
by Prakash Mandayam Comar, Pang-Ning Tan, Anil K. Jain
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Learning Dirichlet Processes from Partially Observed GroupsFull-text access may be available. Sign in or learn about subscription options.pp. 141-150
by Avinava Dubey, Indrajit Bhattacharya, Mrinal Das, Tanveer Faruquie, Chiranjib Bhattacharyya
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Exploiting False Discoveries -- Statistical Validation of Patterns and Quality Measures in Subgroup DiscoveryFull-text access may be available. Sign in or learn about subscription options.pp. 151-160
by Wouter Duivesteijn, Arno Knobbe
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An Efficient Greedy Method for Unsupervised Feature SelectionFull-text access may be available. Sign in or learn about subscription options.pp. 161-170
by Ahmed K. Farahat, Ali Ghodsi, Mohamed S. Kamel
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Structured Feature Selection and Task Relationship Inference for Multi-task LearningFull-text access may be available. Sign in or learn about subscription options.pp. 171-180
by Hongliang Fei, Jun Huan
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A Taxi Driving Fraud Detection SystemFull-text access may be available. Sign in or learn about subscription options.pp. 181-190
by Yong Ge, Hui Xiong, Chuanren Liu, Zhi-Hua Zhou
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Isograph: Neighbourhood Graph Construction Based on Geodesic Distance for Semi-supervised LearningFull-text access may be available. Sign in or learn about subscription options.pp. 191-200
by Marjan Ghazvininejad, Mostafa Mahdieh, Hamid R. Rabiee, Parisa Khanipour Roshan, Mohammad Hossein Rohban
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D-cores: Measuring Collaboration of Directed Graphs Based on DegeneracyFull-text access may be available. Sign in or learn about subscription options.pp. 201-210
by Christos Giatsidis, Dimitrios M. Thilikos, Michalis Vazirgiannis
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SIMPATH: An Efficient Algorithm for Influence Maximization under the Linear Threshold ModelFull-text access may be available. Sign in or learn about subscription options.pp. 211-220
by Amit Goyal, Wei Lu, Laks V.S. Lakshmanan
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Cross Domain Random Walk for Query Intent Pattern Mining from Search Engine LogFull-text access may be available. Sign in or learn about subscription options.pp. 221-230
by Siyu Gu, Jun Yan, Lei Ji, Shuicheng Yan, Junshi Huang, Ning Liu, Ying Chen, Zheng Chen
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Flexible Fault Tolerant Subspace Clustering for Data with Missing ValuesFull-text access may be available. Sign in or learn about subscription options.pp. 231-240
by Stephan Günnemann, Emmanuel Müller, Sebastian Raubach, Thomas Seidl
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Heuristic Updatable Weighted Random Subspaces for Non-stationary EnvironmentsFull-text access may be available. Sign in or learn about subscription options.pp. 241-250
by T. Ryan Hoens, Nitesh V. Chawla, Robi Polikar
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Learning Tags from Unsegmented Videos of Multiple Human ActionsFull-text access may be available. Sign in or learn about subscription options.pp. 251-259
by Timothy M. Hospedales, Shaogang Gong, Tao Xiang
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Generating Breakpoint-based Timeline Overview for News Topic RetrospectionFull-text access may be available. Sign in or learn about subscription options.pp. 260-269
by Po Hu, Minlie Huang, Peng Xu, Weichang Li, Adam K. Usadi, Xiaoyan Zhu
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A Robust Clustering Algorithm Based on Aggregated Heat Kernel MappingFull-text access may be available. Sign in or learn about subscription options.pp. 270-279
by Hao Huang, Shinjae Yoo, Hong Qin, Dantong Yu
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Patent Maintenance Recommendation with Patent Information Network ModelFull-text access may be available. Sign in or learn about subscription options.pp. 280-289
by Xin Jin, Scott Spangler, Ying Chen, Keke Cai, Rui Ma, Li Zhang, Xian Wu, Jiawei Han
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S-preconditioner for Multi-fold Data Reduction with Guaranteed User-Controlled AccuracyFull-text access may be available. Sign in or learn about subscription options.pp. 290-299
by Ye Jin, Sriram Lakshminarasimhan, Neil Shah, Zhenhuan Gong, C.S. Chang, Jackie Chen, Stephane Ethier, Hemanth Kolla, Seung-Hoe Ku, Scott Klasky, Robert Latham, Robert Ross, Karen Schuchardt, Nagiza F. Samatova
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Beyond 'Caveman Communities': Hubs and Spokes for Graph Compression and MiningFull-text access may be available. Sign in or learn about subscription options.pp. 300-309
by U. Kang, Christos Faloutsos
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Improving Product Classification Using ImagesFull-text access may be available. Sign in or learn about subscription options.pp. 310-319
by Anitha Kannan, Partha Pratim Talukdar, Nikhil Rasiwasia, Qifa Ke
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Learning Markov Logic Networks via Functional Gradient BoostingFull-text access may be available. Sign in or learn about subscription options.pp. 320-329
by Tushar Khot, Sriraam Natarajan, Kristian Kersting, Jude Shavlik
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Signature Pattern Covering via Local Greedy Algorithm and Pattern ShrinkFull-text access may be available. Sign in or learn about subscription options.pp. 330-339
by Hyungsul Kim, Sungjin Im, Tarek Abdelzaher, Jiawei Han, David Sheridan, Shobha Vasudevan
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TWITOBI: A Recommendation System for Twitter Using Probabilistic ModelingFull-text access may be available. Sign in or learn about subscription options.pp. 340-349
by Younghoon Kim, Kyuseok Shim
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Maximum Entropy Modelling for Assessing Results on Real-Valued DataFull-text access may be available. Sign in or learn about subscription options.pp. 350-359
by Kleanthis-Nikolaos Kontonasios, Jilles Vreeken, Tijl De Bie
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Local Models for Expectation-Driven Subgroup DiscoveryFull-text access may be available. Sign in or learn about subscription options.pp. 360-369
by Florian Lemmerich, Frank Puppe
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Context-Aware Multi-instance Learning Based on Hierarchical Sparse RepresentationFull-text access may be available. Sign in or learn about subscription options.pp. 370-377
by Bing Li, Weihua Xiong, Weiming Hu
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The Joint Inference of Topic Diffusion and Evolution in Social CommunitiesFull-text access may be available. Sign in or learn about subscription options.pp. 378-387
by Cindy Xide Lin, Qiaozhu Mei, Jiawei Han, Yunliang Jiang, Marina Danilevsky
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Towards Optimal Discriminating Order for Multiclass ClassificationFull-text access may be available. Sign in or learn about subscription options.pp. 388-397
by Dong Liu, Shuicheng Yan, Yadong Mu, Xian-Sheng Hua, Shih-Fu Chang, Hong-Jiang Zhang
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A Hypergraph-based Method for Discovering Semantically Associated ItemsetsFull-text access may be available. Sign in or learn about subscription options.pp. 398-406
by Haishan Liu, Paea Le Pendu, Ruoming Jin, Dejing Dou
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Personalized Travel Package RecommendationFull-text access may be available. Sign in or learn about subscription options.pp. 407-416
by Qi Liu, Yong Ge, Zhongmou Li, Enhong Chen, Hui Xiong
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Tag Clustering and Refinement on Semantic Unity GraphFull-text access may be available. Sign in or learn about subscription options.pp. 417-426
by Yang Liu, Fei Wu, Yin Zhang, Jian Shao, Yueting Zhuang
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Minimizing Seed Set for Viral MarketingFull-text access may be available. Sign in or learn about subscription options.pp. 427-436
by Cheng Long, Raymond Chi-Wing Wong
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Privacy Risk in Graph Stream Publishing for Social Network DataFull-text access may be available. Sign in or learn about subscription options.pp. 437-446
by Nigel Medforth, Ke Wang
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Boolean Tensor FactorizationsFull-text access may be available. Sign in or learn about subscription options.pp. 447-456
by Pauli Miettinen
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Sparse Domain Adaptation in Projection Spaces Based on Good Similarity FunctionsFull-text access may be available. Sign in or learn about subscription options.pp. 457-466
by Emilie Morvant, Amaury Habrard, Stéphane Ayache
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Incremental Elliptical Boundary Estimation for Anomaly Detection in Wireless Sensor NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 467-476
by Masud Moshtaghi, Christopher Leckie, Shanika Karunasekera, James C. Bezdek, Sutharshan Rajasegarar, Marimuthu Palaniswami
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Learning Classification with Auxiliary Probabilistic InformationFull-text access may be available. Sign in or learn about subscription options.pp. 477-486
by Quang Nguyen, Hamed Valizadegan, Milos Hauskrecht
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Word Cloud Model for Text CategorizationFull-text access may be available. Sign in or learn about subscription options.pp. 487-496
by Tam T. Nguyen, Kuiyu Chang, Siu Cheung Hui
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SLIM: Sparse Linear Methods for Top-N Recommender SystemsFull-text access may be available. Sign in or learn about subscription options.pp. 497-506
by Xia Ning, George Karypis
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Novel Recommendation Based on Personal Popularity TendencyFull-text access may be available. Sign in or learn about subscription options.pp. 507-516
by Jinoh Oh, Sun Park, Hwanjo Yu, Min Song, Seung-Taek Park
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An Analysis of Performance Measures for Binary ClassifiersFull-text access may be available. Sign in or learn about subscription options.pp. 517-526
by Charles Parker
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Detection of Cross-Channel Anomalies from Multiple Data ChannelsFull-text access may be available. Sign in or learn about subscription options.pp. 527-536
by Duc Son Pham, Budhaditya Saha, Dinh Q. Phung, Svetha Venkatesh
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Threshold Conditions for Arbitrary Cascade Models on Arbitrary NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 537-546
by B. Aditya Prakash, Deepayan Chakrabarti, Michalis Faloutsos, Nicholas Valler, Christos Faloutsos
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Time Series Epenthesis: Clustering Time Series Streams Requires Ignoring Some DataFull-text access may be available. Sign in or learn about subscription options.pp. 547-556
by Thanawin Rakthanmanon, Eamonn J. Keogh, Stefano Lonardi, Scott Evans
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Mining Historical Documents for Near-Duplicate FiguresFull-text access may be available. Sign in or learn about subscription options.pp. 557-566
by Thanawin Rakthanmanon, Qiang Zhu, Eamonn J. Keogh
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Analysis of Textual Variation by Latent Tree StructuresFull-text access may be available. Sign in or learn about subscription options.pp. 567-576
by Teemu Roos, Yuan Zou
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Healing Sample Selection Bias by Source Classifier SelectionFull-text access may be available. Sign in or learn about subscription options.pp. 577-586
by Chun-Wei Seah, Ivor Wai-Hung Tsang, Yew-Soon Ong
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An In-depth Study of Stochastic Kronecker GraphsFull-text access may be available. Sign in or learn about subscription options.pp. 587-596
by C. Seshadhri, Ali Pinar, Tamara G. Kolda
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Learning Spectral Embedding for Semi-supervised ClusteringFull-text access may be available. Sign in or learn about subscription options.pp. 597-606
by Fanhua Shang, Yuanyuan Liu, Fei Wang
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Detection of Arbitrarily Oriented Synchronized Clusters in High-Dimensional DataFull-text access may be available. Sign in or learn about subscription options.pp. 607-616
by Junming Shao, Claudia Plant, Qinli Yang, Christian Böhm
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A Generalized Fast Subset Sums Framework for Bayesian Event DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 617-625
by Kan Shao, Yandong Liu, Daniel B. Neill
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Learning to Rank for Query-Focused Multi-document SummarizationFull-text access may be available. Sign in or learn about subscription options.pp. 626-634
by Chao Shen, Tao Li
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Simple Multiple Noisy Label Utilization StrategiesFull-text access may be available. Sign in or learn about subscription options.pp. 635-644
by Victor S. Sheng
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Partitionable Kernels for Mapping KernelsFull-text access may be available. Sign in or learn about subscription options.pp. 645-654
by Kilho Shin
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Mining Dominant Patterns in the SkyFull-text access may be available. Sign in or learn about subscription options.pp. 655-664
by Arnaud Soulet, Chedy Raïssi, Marc Plantevit, Bruno Crémilleux
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Ranking Web-Based Partial Orders by Significance Using a Markov Reference ModelFull-text access may be available. Sign in or learn about subscription options.pp. 665-674
by Michel Speiser, Gianluca Antonini, Abderrahim Labbi
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Interesting Multi-relational PatternsFull-text access may be available. Sign in or learn about subscription options.pp. 675-684
by Eirini Spyropoulou, Tijl De Bie
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On Generating All Optimal Monotone ClassificationsFull-text access may be available. Sign in or learn about subscription options.pp. 685-694
by Luite Stegeman, Ad Feelders
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Recursive Multi-step Time Series Forecasting by Perturbing DataFull-text access may be available. Sign in or learn about subscription options.pp. 695-704
by Souhaib Ben Taieb, Gianluca Bontempi
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Finding Robust Itemsets under SubsamplingFull-text access may be available. Sign in or learn about subscription options.pp. 705-714
by Nikolaj Tatti, Fabian Moerchen
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Density Estimation Based on MassFull-text access may be available. Sign in or learn about subscription options.pp. 715-724
by Kai Ming Ting, Takashi Washio, Jonathan R. Wells, Fei Tony Liu
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Diverse Dimension Decomposition of an Itemset SpaceFull-text access may be available. Sign in or learn about subscription options.pp. 725-734
by Mikalai Tsytsarau, Francesco Bonchi, Aristides Gionis, Themis Palpanas
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Conditional Anomaly Detection with Soft Harmonic FunctionsFull-text access may be available. Sign in or learn about subscription options.pp. 735-743
by Michal Valko, Branislav Kveton, Hamed Valizadegan, Gregory F. Cooper, Milos Hauskrecht
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Random Forest Based Feature InductionFull-text access may be available. Sign in or learn about subscription options.pp. 744-753
by Celine Vens, Fabrizio Costa
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Class Imbalance, ReduxFull-text access may be available. Sign in or learn about subscription options.pp. 754-763
by Byron C. Wallace, Kevin Small, Carla E. Brodley, Thomas A. Trikalinos
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Combining Feature Context and Spatial Context for Image Pattern DiscoveryFull-text access may be available. Sign in or learn about subscription options.pp. 764-773
by Hongxing Wang, Junsong Yuan, Yap-Peng Tan
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Nonnegative Matrix Tri-factorization Based High-Order Co-clustering and Its Fast ImplementationFull-text access may be available. Sign in or learn about subscription options.pp. 774-783
by Hua Wang, Feiping Nie, Heng Huang, Chris Ding
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Detecting Community Kernels in Large Social NetworksFull-text access may be available. Sign in or learn about subscription options.pp. 784-793
by Liaoruo Wang, Tiancheng Lou, Jie Tang, John E. Hopcroft
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ADANA: Active Name DisambiguationFull-text access may be available. Sign in or learn about subscription options.pp. 794-803
by Xuezhi Wang, Jie Tang, Hong Cheng, Philip S. Yu
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Document Clustering via Matrix RepresentationFull-text access may be available. Sign in or learn about subscription options.pp. 804-813
by Xufei Wang, Jiliang Tang, Huan Liu
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Using Bayesian Network Learning Algorithm to Discover Causal Relations in Multivariate Time SeriesFull-text access may be available. Sign in or learn about subscription options.pp. 814-823
by Zhenxing Wang, Laiwan Chan
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Efficient Mining of a Concise and Lossless Representation of High Utility ItemsetsFull-text access may be available. Sign in or learn about subscription options.pp. 824-833
by Cheng Wei Wu, Philippe Fournier-Viger, Philip S. Yu, Vincent S. Tseng
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Understanding Propagation Error and Its Effect on Collective ClassificationFull-text access may be available. Sign in or learn about subscription options.pp. 834-843
by Rongjing Xiang, Jennifer Neville
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Direct Robust Matrix Factorizatoin for Anomaly DetectionFull-text access may be available. Sign in or learn about subscription options.pp. 844-853
by Liang Xiong, Xi Chen, Jeff Schneider
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A New Markov Model for Clustering Categorical SequencesFull-text access may be available. Sign in or learn about subscription options.pp. 854-863
by Tengke Xiong, Shengrui Wang, Qingshan Jiang, Joshua Zhexue Huang
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BibClus: A Clustering Algorithm of Bibliographic Networks by Message Passing on Center Linkage StructureFull-text access may be available. Sign in or learn about subscription options.pp. 864-873
by Xiaoran Xu, Zhi-Hong Deng
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Multi-instance Metric LearningFull-text access may be available. Sign in or learn about subscription options.pp. 874-883
by Ye Xu, Wei Ping, Andrew T. Campbell
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Multi-task Learning with Task RelationsFull-text access may be available. Sign in or learn about subscription options.pp. 884-893
by Zhao Xu, Kristian Kersting
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