2010 IEEE International Conference on Data Mining
Dec. 13 2010 to Dec. 17 2010
Sydney, Australia
ISSN: 1550-4786
ISBN: 978-0-7695-4256-0
Table of Contents
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Mining Billion-node Graphs: Patterns, Generators and Tools Full-text access may be available. Sign in or learn about subscription options.pp. 5
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Title Page i Freely available from IEEE.pp. i
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Title Page iii Freely available from IEEE.pp. iii
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[Copyright notice] Freely available from IEEE.pp. iv
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Table of contents Freely available from IEEE.pp. v-xv
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Welcome Message from the Conference Chairs Freely available from IEEE.pp. xv-xvi
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Message from the Program Committee Co-Chairs Freely available from IEEE.pp. xvii-xviii
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Organizing Committee Freely available from IEEE.pp. xix-xxi
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Program Committee Freely available from IEEE.pp. xxii-xxviii
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Assessing the Significance of Groups in High-Dimensional Data Full-text access may be available. Sign in or learn about subscription options.pp. 6
10 Years of Data Mining Research: Retrospect and Prospect Full-text access may be available. Sign in or learn about subscription options.pp. 7-7
by Xindong Wu
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Detecting Novel Discrepancies in Communication Networks Full-text access may be available. Sign in or learn about subscription options.pp. 8-17
by James Abello, Tina Eliassi-Rad, Nishchal Devanur
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Multi-agent Random Walks for Local Clustering on Graphs Full-text access may be available. Sign in or learn about subscription options.pp. 18-27
by Morteza Alamgir, Ulrike von Luxburg
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Spatiotemporal Event Detection in Mobility Network Full-text access may be available. Sign in or learn about subscription options.pp. 28-37
by Tom S. Au, Rong Duan, Heeyoung Kim, Guang-Qin Ma
An Unsupervised Approach to Modeling Personalized Contexts of Mobile Users Full-text access may be available. Sign in or learn about subscription options.pp. 38-47
by Tengfei Bao, Happia Cao, Enhong Chen, Jilei Tian, Hui Xiong
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Fast and Flexible Multivariate Time Series Subsequence Search Full-text access may be available. Sign in or learn about subscription options.pp. 48-57
by Kanishka Bhaduri, Qiang Zhu, Nikunj C. Oza, Ashok N. Srivastava
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iSAX 2.0: Indexing and Mining One Billion Time Series Full-text access may be available. Sign in or learn about subscription options.pp. 58-67
by Alessandro Camerra, Themis Palpanas, Jin Shieh, Eamonn Keogh
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Abstraction Augmented Markov Models Full-text access may be available. Sign in or learn about subscription options.pp. 68-77
by Cornelia Caragea, Adrian Silvescu, Doina Caragea, Vasant Honavar
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A Graph-Based Approach for Multi-folder Email Classification Full-text access may be available. Sign in or learn about subscription options.pp. 78-87
by Sharma Chakravarthy, Aravind Venkatachalam, Aditya Telang
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Scalable Influence Maximization in Social Networks under the Linear Threshold Model Full-text access may be available. Sign in or learn about subscription options.pp. 88-97
by Wei Chen, Yifei Yuan, Li Zhang
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CLUSMASTER: A Clustering Approach for Sampling Data Streams in Sensor Networks Full-text access may be available. Sign in or learn about subscription options.pp. 98-107
by Alzennyr Da Silva, Raja Chiky, Georges Hebrail
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Bayesian Maximum Margin Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 108-117
by Bo Dai, Baogang Hu, Gang Niu
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Viral Marketing for Multiple Products Full-text access may be available. Sign in or learn about subscription options.pp. 118-127
by Samik Datta, Anirban Majumder, Nisheeth Shrivastava
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Finding Local Anomalies in Very High Dimensional Space Full-text access may be available. Sign in or learn about subscription options.pp. 128-137
by Timothy de Vries, Sanjay Chawla, Michael E. Houle
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PGLCM: Efficient Parallel Mining of Closed Frequent Gradual Itemsets Full-text access may be available. Sign in or learn about subscription options.pp. 138-147
by Trong Dinh Thac Do, Anne Laurent, Alexandre Termier
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Sequential Latent Dirichlet Allocation: Discover Underlying Topic Structures within a Document Full-text access may be available. Sign in or learn about subscription options.pp. 148-157
by Lan Du, Wray Lindsay Buntine, Huidong Jin
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Subgroup Discovery Meets Bayesian Networks -- An Exceptional Model Mining Approach Full-text access may be available. Sign in or learn about subscription options.pp. 158-167
by Wouter Duivesteijn, Arno Knobbe, Ad Feelders, Matthijs van Leeuwen
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Feature Selection for Unsupervised Learning Using Random Cluster Ensembles Full-text access may be available. Sign in or learn about subscription options.pp. 168-175
by Haytham Elghazel, Alex Aussem
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Learning Attribute-to-Feature Mappings for Cold-Start Recommendations Full-text access may be available. Sign in or learn about subscription options.pp. 176-185
by Zeno Gantner, Lucas Drumond, Christoph Freudenthaler, Steffen Rendle, Lars Schmidt-Thieme
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An Extensive Empirical Study on Semi-supervised Learning Full-text access may be available. Sign in or learn about subscription options.pp. 186-195
by Yuanyuan Guo, Xiaoda Niu, Harry Zhang
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Efficient Discovery of the Top-K Optimal Dependency Rules with Fisher's Exact Test of Significance Full-text access may be available. Sign in or learn about subscription options.pp. 196-205
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A Variance Reduction Framework for Stable Feature Selection Full-text access may be available. Sign in or learn about subscription options.pp. 206-215
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Exponential Family Tensor Factorization for Missing-Values Prediction and Anomaly Detection Full-text access may be available. Sign in or learn about subscription options.pp. 216-225
by Kohei Hayashi, Takashi Takenouchi, Tomohiro Shibata, Yuki Kamiya, Daishi Kato, Kazuo Kunieda, Keiji Yamada, Kazushi Ikeda
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Rare Category Characterization Full-text access may be available. Sign in or learn about subscription options.pp. 226-235
by Jingrui He, Hanghang Tong, Jaime Carbonell
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Algorithm for Discovering Low-Variance 3-Clusters from Real-Valued Datasets Full-text access may be available. Sign in or learn about subscription options.pp. 236-245
by Zhen Hu, Raj Bhatnagar
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Improved Consistent Sampling, Weighted Minhash and L1 Sketching Full-text access may be available. Sign in or learn about subscription options.pp. 246-255
by Sergey Ioffe
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An Approach Based on Tree Kernels for Opinion Mining of Online Product Reviews Full-text access may be available. Sign in or learn about subscription options.pp. 256-265
by Peng Jiang, Chunxia Zhang, Hongping Fu, Zhendong Niu, Qing Yang
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A Pairwise-Systematic Microaggregation for Statistical Disclosure Control Full-text access may be available. Sign in or learn about subscription options.pp. 266-273
by Md. Enamul Kabir, Hua Wang, Yanchun Zhang
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Multi-label Feature Selection for Graph Classification Full-text access may be available. Sign in or learn about subscription options.pp. 274-283
by Xiangnan Kong, Philip S. Yu
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A Binary Decision Diagram-Based One-Class Classifier Full-text access may be available. Sign in or learn about subscription options.pp. 284-293
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Detecting Blackhole and Volcano Patterns in Directed Networks Full-text access may be available. Sign in or learn about subscription options.pp. 294-303
by Zhongmou Li, Hui Xiong, Yanchi Liu, Aoying Zhou
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Exploiting Local Data Uncertainty to Boost Global Outlier Detection Full-text access may be available. Sign in or learn about subscription options.pp. 304-313
by Bo Liu, Jie Yin, Yanshan Xiao, Longbing Cao, Philip S. Yu
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Training Conditional Random Fields Using Transfer Learning for Gesture Recognition Full-text access may be available. Sign in or learn about subscription options.pp. 314-323
by Jie Liu, Kai Yu, Yi Zhang, Yalou Huang
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Stratified Sampling for Data Mining on the Deep Web Full-text access may be available. Sign in or learn about subscription options.pp. 324-333
by Tantan Liu, Fan Wang, Gagan Agrawal
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Learning Markov Network Structure with Decision Trees Full-text access may be available. Sign in or learn about subscription options.pp. 334-343
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Towards Structural Sparsity: An Explicit l2/l0 Approach Full-text access may be available. Sign in or learn about subscription options.pp. 344-353
by Dijun Luo, Chris Ding, Heng Huang
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Multi-document Summarization Using Minimum Distortion Full-text access may be available. Sign in or learn about subscription options.pp. 354-363
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A Log-Linear Model with Latent Features for Dyadic Prediction Full-text access may be available. Sign in or learn about subscription options.pp. 364-373
by Aditya Krishna Menon, Charles Elkan
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Edge Weight Regularization over Multiple Graphs for Similarity Learning Full-text access may be available. Sign in or learn about subscription options.pp. 374-383
by Pradeep Muthukrishnan, Dragomir Radev, Qiaozhu Mei
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A New SVM Approach to Multi-instance Multi-label Learning Full-text access may be available. Sign in or learn about subscription options.pp. 384-392
by Nam Nguyen
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Bayesian Aggregation of Binary Classifiers Full-text access may be available. Sign in or learn about subscription options.pp. 393-402
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Permutations as Angular Data: Efficient Inference in Factorial Spaces Full-text access may be available. Sign in or learn about subscription options.pp. 403-410
by Sergey M. Plis, Terran Lane, Vince D. Calhoun
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Separation of Interleaved Web Sessions with Heuristic Search Full-text access may be available. Sign in or learn about subscription options.pp. 411-420
by Marko Poženel, Viljan Mahnic, Matjaž Kukar
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Consequences of Variability in Classifier Performance Estimates Full-text access may be available. Sign in or learn about subscription options.pp. 421-430
by Troy Raeder, T. Ryan Hoens, Nitesh V. Chawla
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Mining Sensor Streams for Discovering Human Activity Patterns over Time Full-text access may be available. Sign in or learn about subscription options.pp. 431-440
by Parisa Rashidi, Diane J. Cook
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Decision Trees for Uplift Modeling Full-text access may be available. Sign in or learn about subscription options.pp. 441-450
by Piotr Rzepakowski, Szymon Jaroszewicz
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Co-clustering of Lagged Data Full-text access may be available. Sign in or learn about subscription options.pp. 451-460
by Eran Shaham, David Sarne, Boaz Ben-Moshe
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Polishing the Right Apple: Anytime Classification Also Benefits Data Streams with Constant Arrival Times Full-text access may be available. Sign in or learn about subscription options.pp. 461-470
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Discovering Correlated Subspace Clusters in 3D Continuous-Valued Data Full-text access may be available. Sign in or learn about subscription options.pp. 471-480
by Kelvin Sim, Zeyar Aung, Vivekanand Gopalkrishnan
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gSkeletonClu: Density-Based Network Clustering via Structure-Connected Tree Division or Agglomeration Full-text access may be available. Sign in or learn about subscription options.pp. 481-490
by Heli Sun, Jianbin Huang, Jiawei Han, Hongbo Deng, Peixiang Zhao, Boqin Feng
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LogTree: A Framework for Generating System Events from Raw Textual Logs Full-text access may be available. Sign in or learn about subscription options.pp. 491-500
by Liang Tang, Tao Li
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Mining Closed Strict Episodes Full-text access may be available. Sign in or learn about subscription options.pp. 501-510
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Multi-dimensional Mass Estimation and Mass-based Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 511-520
by Kai Ming Ting, Jonathan R. Wells
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minCEntropy: A Novel Information Theoretic Approach for the Generation of Alternative Clusterings Full-text access may be available. Sign in or learn about subscription options.pp. 521-530
by Nguyen Xuan Vinh, Julien Epps
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A Conscience On-line Learning Approach for Kernel-Based Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 531-540
by Chang-Dong Wang, Jian-Huang Lai, Jun-Yong Zhu
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Weighted Feature Subset Non-negative Matrix Factorization and Its Applications to Document Understanding Full-text access may be available. Sign in or learn about subscription options.pp. 541-550
by Dingding Wang, Tao Li, Chris Ding
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Learning a Bi-Stochastic Data Similarity Matrix Full-text access may be available. Sign in or learn about subscription options.pp. 551-560
by Fei Wang, Ping Li, Arnd Christian König
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Active Spectral Clustering Full-text access may be available. Sign in or learn about subscription options.pp. 561-568
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Discovering Overlapping Groups in Social Media Full-text access may be available. Sign in or learn about subscription options.pp. 569-578
by Xufei Wang, Lei Tang, Huiji Gao, Huan Liu
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Adaptive Distances on Sets of Vectors Full-text access may be available. Sign in or learn about subscription options.pp. 579-588
by Adam Woznica, Alexandros Kalousis
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SMILE: A Similarity-Based Approach for Multiple Instance Learning Full-text access may be available. Sign in or learn about subscription options.pp. 589-598
by Yanshan Xiao, Bo Liu, Longbing Cao, Jie Yin, Xindong Wu
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Modeling Information Diffusion in Implicit Networks Full-text access may be available. Sign in or learn about subscription options.pp. 599-608
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Term Filtering with Bounded Error Full-text access may be available. Sign in or learn about subscription options.pp. 609-618
by Zi Yang, Wei Li, Jie Tang, Juanzi Li
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Exploiting Unlabeled Data to Enhance Ensemble Diversity Full-text access may be available. Sign in or learn about subscription options.pp. 619-628
by Min-Ling Zhang, Zhi-Hua Zhou
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Constraint Based Dimension Correlation and Distance Divergence for Clustering High-Dimensional Data Full-text access may be available. Sign in or learn about subscription options.pp. 629-638
by Xianchao Zhang, Yao Wu, Yang Qiu
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Active Learning from Multiple Noisy Labelers with Varied Costs Full-text access may be available. Sign in or learn about subscription options.pp. 639-648
by Yaling Zheng, Stephen Scott, Kun Deng
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A Novel Contrast Co-learning Framework for Generating High Quality Training Data Full-text access may be available. Sign in or learn about subscription options.pp. 649-658
by Zeyu Zheng, Jun Yan, Shuicheng Yan, Ning Liu, Zheng Chen, Ming Zhang
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Network Simplification with Minimal Loss of Connectivity Full-text access may be available. Sign in or learn about subscription options.pp. 659-668
by Fang Zhou, Sébastien Mahler, Hannu Toivonen
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Improving Kernel Methods through Complex Data Mapping Full-text access may be available. Sign in or learn about subscription options.pp. 669-678
by Hang Zhou, Fabio Ramos, Eric Nettleton
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NESVM: A Fast Gradient Method for Support Vector Machines Full-text access may be available. Sign in or learn about subscription options.pp. 679-688
by Tianyi Zhou, Dacheng Tao, Xindong Wu
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Clustering Large Attributed Graphs: An Efficient Incremental Approach Full-text access may be available. Sign in or learn about subscription options.pp. 689-698
by Yang Zhou, Hong Cheng, Jeffrey Xu Yu
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Mother Fugger: Mining Historical Manuscripts with Local Color Patches Full-text access may be available. Sign in or learn about subscription options.pp. 699-708
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D-LDA: A Topic Modeling Approach without Constraint Generation for Semi-defined Classification Full-text access may be available. Sign in or learn about subscription options.pp. 709-718
by Fuzhen Zhuang, Ping Luo, Zhiyong Shen, Qing He, Yuhong Xiong, Zhongzhi Shi
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SONNET: Efficient Approximate Nearest Neighbor Using Multi-core Full-text access may be available. Sign in or learn about subscription options.pp. 719-724
by Mohammad Al Hasan, Hilmi Yildirim, Abhirup Chakraborty
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Two of a Kind or the Ratings Game? Adaptive Pairwise Preferences and Latent Factor Models Full-text access may be available. Sign in or learn about subscription options.pp. 725-730
by Suhrid Balakrishnan, Sumit Chopra
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Document Similarity Self-Join with MapReduce Full-text access may be available. Sign in or learn about subscription options.pp. 731-736
by Ranieri Baraglia, Gianmarco De Francisci Morales, Claudio Lucchese
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Quantification via Probability Estimators Full-text access may be available. Sign in or learn about subscription options.pp. 737-742
by Antonio Bella, Cèsar Ferri, José Hernández-Orallo, María José Ramírez-Quintana
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Learning Collaborative Filtering and Its Application to People to People Recommendation in Social Networks Full-text access may be available. Sign in or learn about subscription options.pp. 743-748
by Xiongcai Cai, Michael Bain, Alfred Krzywicki, Wayne Wobcke, Yang Sok Kim, Paul Compton, Ashesh Mahidadia
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Approximation of Frequentness Probability of Itemsets in Uncertain Data Full-text access may be available. Sign in or learn about subscription options.pp. 749-754
by Toon Calders, Calin Garboni, Bart Goethals
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On Finding Frequent Patterns in Event Sequences Full-text access may be available. Sign in or learn about subscription options.pp. 755-760
by Andrea Campagna, Rasmus Pagh
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Active Improvement of Hierarchical Object Features under Budget Constraints Full-text access may be available. Sign in or learn about subscription options.pp. 761-766
Pseudo Conditional Random Fields: Joint Training Approach to Segmenting and Labeling Sequence Data Full-text access may be available. Sign in or learn about subscription options.pp. 767-772
Location and Scatter Matching for Dataset Shift in Text Mining Full-text access may be available. Sign in or learn about subscription options.pp. 773-778
by Bo Chen, Wai Lam, Ivor Tsang, Tak-Lam Wong
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Learning Preferences with Millions of Parameters by Enforcing Sparsity Full-text access may be available. Sign in or learn about subscription options.pp. 779-784
by Xi Chen, Bing Bai, Yanjun Qi, Qihang Lin, Jaime Carbonell
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QMAS: Querying, Mining and Summarization of Multi-modal Databases Full-text access may be available. Sign in or learn about subscription options.pp. 785-790
by Robson L.F. Cordeiro, Fan Guo, Donna S. Haverkamp, James H. Horne, Ellen K. Hughes, Gunhee Kim, Agma J.M. Traina, Caetano Traina Jr., Christos Faloutsos
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Block-GP: Scalable Gaussian Process Regression for Multimodal Data Full-text access may be available. Sign in or learn about subscription options.pp. 791-796
by Kamalika Das, Ashok N. Srivastava
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Active Learning with Human-Like Noisy Oracle Full-text access may be available. Sign in or learn about subscription options.pp. 797-802
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Monotone Relabeling in Ordinal Classification Full-text access may be available. Sign in or learn about subscription options.pp. 803-808
by Ad Feelders
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The Effect of History on Modeling Systems' Performance: The Problem of the Demanding Lord Full-text access may be available. Sign in or learn about subscription options.pp. 809-814
by George Giannakopoulos, Themis Palpanas
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Resilient K-d Trees: K-Means in Space Revisited Full-text access may be available. Sign in or learn about subscription options.pp. 815-820
by Fabian Gieseke, Gabriel Moruz, Jan Vahrenhold
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