Table of Contents

• An incremental data-stream sketch using sparse random projectionsAditya Krishna Menon, Gia Vinh Anh Pham, Sanjay Chawla, Anastasios Viglas. [doi]
• Towards Attack-Resilient Geometric Data PerturbationKeke Chen, Gordon Sun, Ling Liu. [doi]
• Rank Aggregation for Similar ItemsD. Sculley. [doi]
• On Point Sampling Versus Space Sampling for Dimensionality ReductionCharu C. Aggarwal. [doi]
• An Analysis of Logistic Models: Exponential Family Connections and Online PerformanceArindam Banerjee. [doi]
• Multi-way Clustering on Relation GraphsArindam Banerjee, Sugato Basu, Srujana Merugu. [doi]
• Distance Preserving Dimension Reduction for Manifold LearningHyunsoo Kim, Haesun Park, Hongyuan Zha. [doi]
• RCMap: Efficiently Creating High-Quality Euclidean EmbeddingsArun Qamra, Edward Y. Chang. [doi]
• On Privacy-Preservation of Text and Sparse Binary Data with SketchesCharu C. Aggarwal, Philip S. Yu. [doi]
• Active Learning of Constraints for Semi-supervised Text ClusteringRuizhang Huang, Wai Lam, Zhigang Zhang. [doi]
• On Demand Phenotype Ranking through Subspace ClusteringXiang Zhang, Wei Wang 0010, Jun Huan. [doi]
• Topic Models over Text Streams: A Study of Batch and Online Unsupervised LearningArindam Banerjee, Sugato Basu. [doi]
• Semi-Supervised Dimensionality ReductionDaoqiang Zhang, Zhi-Hua Zhou, Songcan Chen. [doi]
• PoClustering: Lossless Clustering of Dissimilarity DataJinze Liu, Qi Zhang, Wei Wang 0010, Leonard McMillan, Jan Prins. [doi]
• Harmonium Models for Semantic Video Representation and ClassificationJun Yang, Yan Liu, Eric P. Xing, Alexander G. Hauptmann. [doi]
• A PAC Bound for Approximate Support Vector MachinesDongwei Cao, Daniel Boley. [doi]
• Finding Motifs in a Database of ShapesXiaopeng Xi, Eamonn J. Keogh, Li Wei, Agenor Mafra-Neto. [doi]
• On Anonymization of String DataCharu C. Aggarwal, Philip S. Yu. [doi]
• Boosting Optimal Logical Patterns Using Noisy DataNoam Goldberg, Chung-chieh Shan. [doi]
• Clustering by weighted cuts in directed graphsMarina Meila, William Pentney. [doi]
• Identifying Bundles of Product Options using Mutual Information ClusteringClaudia Perlich, Saharon Rosset. [doi]
• Mining Visual and Textual Data for Constructing a Multi-Modal ThesaurusHichem Frigui, Joshua Caudill. [doi]
• Stacked Graphical Models for Efficient Inference in Markov Random FieldsZhenzhen Kou, William W. Cohen. [doi]
• Fast Multilevel Transduction on GraphsFei Wang, Changshui Zhang. [doi]
• Adaptive Concept Learning through Clustering and Aggregation of Relational DataHichem Frigui, Cheul Hwang. [doi]
• Localized Support Vector Machine and Its Efficient AlgorithmHaibin Cheng, Pang-Ning Tan, Rong Jin. [doi]
• Higher Order Orthogonal Iteration of Tensors (HOOI) and its Relation to PCA and GLRAMBernard N. Sheehan, Yousef Saad. [doi]
• Fast Counting with AV-Space for Efficient Rule InductionLinyan Wang, Aijun An. [doi]
• Semi-supervised Feature Selection via Spectral AnalysisZheng Zhao, Huan Liu. [doi]
• Distributed Top-K Outlier Detection from Astronomy Catalogs using the DEMAC SystemHaimonti Dutta, Chris Giannella, Kirk D. Borne, Hillol Kargupta. [doi]
• Constraint-Based Pattern Set MiningLuc De Raedt, Albrecht Zimmermann. [doi]
• Estimating False Negatives for Classification Problems with Cluster StructureGyörgy J. Simon, Vipin Kumar, Zhi-Li Zhang. [doi]
• Maximum Margin Classifiers with Specified False Positive and False Negative Error RatesJ. Saketha Nath, Chiranjib Bhattacharyya. [doi]
• Preventing Information Leaks in EmailVitor R. Carvalho, William W. Cohen. [doi]
• Kernel Based Detection of Mislabeled Training ExamplesHamed Valizadegan, Pang-Ning Tan. [doi]
• WAT: Finding Top-K Discords in Time Series DatabaseYingyi Bu, Oscar Tat-Wing Leung, Ada Wai-Chee Fu, Eamonn J. Keogh, Jian Pei, Sam Meshkin. [doi]
• Flexible Anonymization For Privacy Preserving Data Publishing: A Systematic Search Based ApproachBijit Hore, Ravi Chandra Jammalamadaka, Sharad Mehrotra. [doi]
• ROAM: Rule- and Motif-Based Anomaly Detection in Massive Moving Object Data SetsXiaolei Li, Jiawei Han, Sangkyum Kim, Hector Gonzalez. [doi]
• Segmentations with RearrangementsAristides Gionis, Evimaria Terzi. [doi]
• HP2PC: Scalable Hierarchically-Distributed Peer-to-Peer ClusteringKhaled M. Hammouda, Mohamed S. Kamel. [doi]
• Approximating Representations for Large Numerical DatabasesSzymon Jaroszewicz, Marcin Korzen. [doi]
• Probabilistic Joint Feature Selection for Multi-task LearningTao Xiong, Jinbo Bi, R. Bharat Rao, Vladimir Cherkassky. [doi]
• Load Shedding in Classifying Multi-Source Streaming Data: A Bayes Risk ApproachYijian Bai, Haixun Wang, Carlo Zaniolo. [doi]
• Lattice based Clustering of Temporal Gene-Expression MatricesYang Huang, Martin Farach-Colton. [doi]
• Bandits for Taxonomies: A Model-based ApproachSandeep Pandey, Deepak Agarwal, Deepayan Chakrabarti, Vanja Josifovski. [doi]
• Summarizing Review Scores of Unequal ReviewersHady Wirawan Lauw, Ee-Peng Lim, Ke Wang. [doi]
• Robust, Complete, and Efficient Correlation ClusteringElke Achtert, Christian Böhm, Hans-Peter Kriegel, Peer Kröger, Arthur Zimek. [doi]
• On Sample Selection Bias and Its Efficient Correction via Model Averaging and Unlabeled ExamplesWei Fan, Ian Davidson. [doi]
• Conical Dimension as an Intrinsic Dimension Estimator and its ApplicationsXin Yang, Sebastien Michea, Hongyuan Zha. [doi]
• Maximizing the Area under the ROC Curve with Decision Lists and Rule SetsHenrik Boström. [doi]
• Dynamic Algorithm for Graph Clustering Using Minimum Cut TreeBarna Saha, Pabitra Mitra. [doi]
• Mining Naturally Smooth Evolution of Clusters from Dynamic DataYi Wang, Shi-Xia Liu, Jianhua Feng, Lizhu Zhou. [doi]
• Performance of Recommendation Systems in Dynamic Streaming EnvironmentsOlfa Nasraoui, Jeff Cerwinske, Carlos Rojas, Fabio A. González. [doi]
• Learning from Time-Changing Data with Adaptive WindowingAlbert Bifet, Ricard Gavaldà. [doi]
• Fast Newton-type Methods for the Least Squares Nonnegative Matrix Approximation ProblemDongmin Kim, Suvrit Sra, Inderjit S. Dhillon. [doi]
• Discriminating Subsequence Discovery for Sequence ClusteringJianyong Wang, Yuzhou Zhang, Lizhu Zhou, George Karypis, Charu C. Aggarwal. [doi]
• AC-Framework for Privacy-Preserving CollaborationWei Jiang, Chris Clifton. [doi]
• HACS: Heuristic Algorithm for Clustering SubsetsDing Yuan, W. Nick Street. [doi]
• A Better Alternative to Piecewise Linear Time Series SegmentationDaniel Lemire. [doi]
• Understanding and Utilizing the Hierarchy of Abnormal BGP EventsDejing Dou, Jun Li, Han Qin, Shiwoong Kim, Sheng Zhong. [doi]
• Nonlinear Dimensionality Reduction using Approximate Nearest NeighborsErion Plaku, Lydia E. Kavraki. [doi]
• Less is More: Compact Matrix Decomposition for Large Sparse GraphsJimeng Sun, Yinglian Xie, Hui Zhang, Christos Faloutsos. [doi]
• Fast Best-Match Shape Searching in Rotation Invariant Metric SpacesDragomir Yankov, Eamonn J. Keogh, Li Wei, Xiaopeng Xi, Wendy L. Hodges. [doi]
• Patterns of Cascading Behavior in Large Blog GraphsJure Leskovec, Mary McGlohon, Christos Faloutsos, Natalie S. Glance, Matthew Hurst. [doi]
• Bursty Feature Representation for Clustering Text StreamsQi He, Kuiyu Chang, Ee-Peng Lim, Jun Zhang. [doi]
• Are approximation algorithms for consensus clustering worthwhile?Michael Bertolacci, Anthony Wirth. [doi]
• Co-Preserving Patterns in Bipartite Partitioning for Topic IdentificationTianming Hu, Hui Xiong, Sam Yuan Sung. [doi]
• Efficient Multiclass Boosting Classification with Active LearningJian Huang 0002, Seyda Ertekin, Yang Song, Hongyuan Zha, C. Lee Giles. [doi]
• A System for Keyword Search on Textual StreamsVagelis Hristidis, Oscar Valdivia, Michail Vlachos, Philip S. Yu. [doi]
• Incremental Spectral Clustering With Application to Monitoring of Evolving Blog CommunitiesHuazhong Ning, Wei Xu, Yun Chi, Yihong Gong, Thomas S. Huang. [doi]
• A General Framework for Mining Concept-Drifting Data Streams with Skewed DistributionsJing Gao, Wei Fan, Jiawei Han, Philip S. Yu. [doi]
• Sketching Landscapes of Page FarmsBin Zhou 0002, Jian Pei. [doi]
• Change-Point Detection using Krylov Subspace LearningTsuyoshi Idé, Koji Tsuda. [doi]
• Scalable Name Disambiguation using Multi-level Graph PartitionByung-Won On, Dongwon Lee. [doi]
• Computing Statistical Profiles of Active Sites in ProteinsChang Zhao, Jalal Mahmud, I. V. Ramakrishnan, Subramanyam Swaminathan. [doi]