CSDL - Proceedings I

Title Page i (PDF)

pp. i

Title Page iii (PDF)

pp. iii

pp. iv

Table of Contents (PDF)

pp. v-xiii

Message from the General Co-Chairs (PDF)

pp. xiv

Message from the Program Committee Co-Chairs (PDF)

pp. xv

Organizing Committee (PDF)

pp. xvi-xvii

Program Committee (PDF)

pp. xviii-xxiii

Steering Committee (PDF)

pp. xxiv

ICDM 2009 Program (PDF)

pp. xxv-xxvi

Explore/Exploit Schemes for Web Content Optimization (Abstract)

pp. 1-10

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Connecting Sparsely Distributed Similar Bloggers (Abstract)

pp. 11-20

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Rule Ensembles for Multi-target Regression (Abstract)

Timo Aho

Bernard

Sašo Džeroski

pp. 21-30

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A Local Scalable Distributed Expectation Maximization Algorithm for Large Peer-to-Peer Networks (Abstract)

Kanishka Bhaduri

Ashok N. Srivastava

pp. 31-40

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Cross-Guided Clustering: Transfer of Relevant Supervision across Domains for Improved Clustering (Abstract)

Indrajit Bhattacharya

pp. 41-50

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Audio Classification of Bird Species: A Statistical Manifold Approach (Abstract)

pp. 51-60

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Finding Associations and Computing Similarity via Biased Pair Sampling (Abstract)

Andrea Campagna

Rasmus Pagh

pp. 61-70

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Beyond Banditron: A Conservative and Efficient Reduction for Online Multiclass Prediction with Bandit Setting Model (Abstract)

pp. 71-80

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Probabilistic Similarity Query on Dimension Incomplete Data (Abstract)

pp. 81-90

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flowNet: Flow-Based Approach for Efficient Analysis of Complex Biological Networks (Abstract)

Young-Rae Cho

Lei Shi

Aidong Zhang

pp. 91-100

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?-Anomica: A Fast Support Vector Based Novelty Detection Technique (Abstract)

pp. 101-109

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Temporal Neighborhood Discovery Using Markov Models (Abstract)

pp. 110-119

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Active Learning with Generalized Queries (Abstract)

Jun Du

Charles X. Ling

pp. 120-128

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Conditional Models for Non-smooth Ranking Loss Functions (Abstract)

Avinava Dubey

Jinesh Machchhar

Chiranjib Bhattacharyya

Soumen Chakrabarti

pp. 129-138

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Unsupervised Class Separation of Multivariate Data through Cumulative Variance-Based Ranking (Abstract)

pp. 139-148

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Execution Anomaly Detection in Distributed Systems through Unstructured Log Analysis (Abstract)

Yi Wang

pp. 149-158

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Learning the Shared Subspace for Multi-task Clustering and Transductive Transfer Classification (Abstract)

Quanquan Gu

Jie Zhou

pp. 159-168

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Accurate Estimation of the Degree Distribution of Private Networks (Abstract)

Chao Li

pp. 169-178

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A Linear-Time Graph Kernel (Abstract)

Shohei Hido

Hisashi Kashima

pp. 179-188

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GSML: A Unified Framework for Sparse Metric Learning (Abstract)

pp. 189-198

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GRAPE: A Graph-Based Framework for Disambiguating People Appearances in Web Search (Abstract)

Ning An

Lian Li

pp. 199-208

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A Tree-Based Framework for Difference Summarization (Abstract)

Ruoming Jin

Yuri Breitbart

Rong Li

pp. 209-218

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TrBagg: A Simple Transfer Learning Method and its Application to Personalization in Collaborative Tagging (Abstract)

pp. 219-228

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Charalampos E. Tsourakakis

PEGASUS: A Peta-Scale Graph Mining System (Abstract)

U. Kang

Christos Faloutsos

pp. 229-238

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Efficient Discovery of Frequent Correlated Subgraph Pairs (Abstract)

pp. 239-248

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Self-Adaptive Anytime Stream Clustering (Abstract)

pp. 249-258

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Improving SVM Classification on Imbalanced Data Sets in Distance Spaces (Abstract)

Suzan Köknar-Tezel

Longin Jan Latecki

pp. 259-267

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CoCoST: A Computational Cost Efficient Classifier (Abstract)

pp. 268-277

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Semi-naive Exploitation of One-Dependence Estimators (Abstract)

Nan Li

Yang Yu

Zhi-Hua Zhou

pp. 278-287

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A Framework for Computing the Privacy Scores of Users in Online Social Networks (Abstract)

Kun Liu

Evimaria Terzi

pp. 288-297

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Least Square Incremental Linear Discriminant Analysis (Abstract)

pp. 298-306

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Unified Solution to Nonnegative Data Factorization Problems (Abstract)

Xiaobai Liu

Shuicheng Yan

Jun Yan

Hai Jin

pp. 307-316

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Extended Boolean Matrix Decomposition (Abstract)

pp. 317-326

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Active Learning with Adaptive Heterogeneous Ensembles (Abstract)

pp. 327-336

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Non-negative Laplacian Embedding (Abstract)

Dijun Luo

Chris Ding

Heng Huang

pp. 337-346

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Scalable Algorithms for Distribution Search (Abstract)

pp. 347-356

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A Deep Non-linear Feature Mapping for Large-Margin kNN Classification (Abstract)

pp. 357-366

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Finding Time Series Motifs in Disk-Resident Data (Abstract)

pp. 367-376

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Relevant Subspace Clustering: Mining the Most Interesting Non-redundant Concepts in High Dimensional Data (Abstract)

pp. 377-386

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Stacked Gaussian Process Learning (Abstract)

Zhao Xu

pp. 387-396

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Evaluating Statistical Tests for Within-Network Classifiers of Relational Data (Abstract)

pp. 397-406

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Discovering Excitatory Networks from Discrete Event Streams with Applications to Neuronal Spike Train Analysis (Abstract)

pp. 407-416

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Clustering Trajectories of Moving Objects in an Uncertain World (Abstract)

pp. 417-427

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Semi-Supervised Sequence Labeling with Self-Learned Features (Abstract)

pp. 428-437

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Semi-Markov kMeans Clustering and Activity Recognition from Body-Worn Sensors (Abstract)

Matthew W. Robards

Peter Sunehag

pp. 438-446

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A Sparsification Approach for Temporal Graphical Model Decomposition (Abstract)

pp. 447-456

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Resolving Identity Uncertainty with Learned Random Walks (Abstract)

pp. 457-465

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Discriminative Mixed-Membership Models (Abstract)

pp. 466-475

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Argumentation Based Constraint Acquisition (Abstract)

Kostyantyn Shchekotykhin

Gerhard Friedrich

pp. 476-482

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Extending Semi-supervised Learning Methods for Inductive Transfer Learning (Abstract)

Yuan Shi

Zhenzhong Lan

Wei Liu

Wei Bi

pp. 483-492

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iTopicModel: Information Network-Integrated Topic Modeling (Abstract)

pp. 493-502

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Uncoverning Groups via Heterogeneous Interaction Analysis (Abstract)

pp. 503-512

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Significance of Episodes Based on Minimal Windows (Abstract)

Nikolaj Tatti

pp. 513-522

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Convex Non-negative Matrix Factorization in the Wild (Abstract)

pp. 523-532

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On K-Means Cluster Preservation Using Quantization Schemes (Abstract)

pp. 533-542

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Scalable Classification in Large Scale Spatiotemporal Domains Applied to Voltage-Sensitive Dye Imaging (Abstract)

pp. 543-551

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Extracting Output Metadata from Scientific Deep Web Data Sources (Abstract)

Fan Wang

Gagan Agrawal

pp. 552-561

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Semi-supervised Multi-task Learning with Task Regularizations (Abstract)

Fei Wang

Xin Wang

pp. 562-568

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Fast Online Training of Ramp Loss Support Vector Machines (Abstract)

Zhuang Wang

Slobodan Vucetic

pp. 569-577

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Mining Peculiarity Groups in Day-by-Day Behavioral Datasets (Abstract)

Yun Xiong

Yangyong Zhu

pp. 578-587

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Online System Problem Detection by Mining Patterns of Console Logs (Abstract)

Wei Xu

pp. 588-597

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Synthesizing Novel Dimension Reduction Algorithms in Matrix Trace Oriented Optimization Framework (Abstract)

Jun Yan

pp. 598-606

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Peculiarity Analysis for Classifications (Abstract)

pp. 607-616

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Filtering and Refinement: A Two-Stage Approach for Efficient and Effective Anomaly Detection (Abstract)

Xiao Yu

Lu An Tang

Jiawei Han

pp. 617-626

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Mining Data Streams with Labeled and Unlabeled Training Examples (Abstract)

Peng Zhang

Xingquan Zhu

Li Guo

pp. 627-636

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Maximum Margin Clustering with Multivariate Loss Function (Abstract)

pp. 637-646

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Efficient Discovery of Confounders in Large Data Sets (Abstract)

Wenjun Zhou

Hui Xiong

pp. 647-656

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Vague One-Class Learning for Data Streams (Abstract)

pp. 657-666

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Inverse Time Dependency in Convex Regularized Learning (Abstract)

pp. 667-676

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P-packSVM: Parallel Primal grAdient desCent Kernel SVM (Abstract)

pp. 677-686

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An L-infinity Norm Visual Classifier (Abstract)

pp. 687-692

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Outlier Detection Using Inductive Logic Programming (Abstract)

Fabrizio Angiulli

Fabio Fassetti

pp. 693-698

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Joint Emotion-Topic Modeling for Social Affective Text Mining (Abstract)

Yong Yu

pp. 699-704

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Algorithms for Large, Sparse Network Alignment Problems (Abstract)

pp. 705-710

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Dirichlet Mixture Allocation for Multiclass Document Collections Modeling (Abstract)

Wei Bian

Dacheng Tao

pp. 711-715

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SLIDER: Mining Correlated Motifs in Protein-Protein Interaction Networks (Abstract)

Roeland C.H.J. van Ham

pp. 716-721

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Effective Anomaly Detection in Sensor Networks Data Streams (Abstract)

pp. 722-727

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Hierarchical Bayesian Models for Collaborative Tagging Systems (Abstract)

pp. 728-733

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Efficient Algorithm for Computing Link-Based Similarity in Real World Networks (Abstract)

Xu Jia

Jun He

pp. 734-739

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Fine-Grain Perturbation for Privacy Preserving Data Publishing (Abstract)

Rhonda Chaytor

Ke Wang

Patricia Brantingham

pp. 740-745

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Accelerated Gradient Method for Multi-task Sparse Learning Problem (Abstract)

Xi Chen

pp. 746-751

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Jacques-Henri Sublemontier

CoFKM: A Centralized Method for Multiple-View Clustering (Abstract)

Guillaume Cleuziou

Matthieu Exbrayat

Lionel Martin

pp. 752-757

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Active Selection of Sensor Sites in Remote Sensing Applications (Abstract)

pp. 758-763

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Large Scale Relation Acquisition Using Class Dependent Patterns (Abstract)

pp. 764-769

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Finding Maximal Fully-Correlated Itemsets in Large Databases (Abstract)

Lian Duan

William Nick Street

pp. 770-775

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Bayesian Overlapping Subspace Clustering (Abstract)

Qiang Fu

Arindam Banerjee

pp. 776-781

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Unsupervised Relation Extraction by Massive Clustering (Abstract)

Edgar Gonzàlez

Jordi Turmo

pp. 782-787

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Regression Learning Vector Quantization (Abstract)

Mihajlo Grbovic

Slobodan Vucetic

pp. 788-793

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Projective Clustering Ensembles (Abstract)

pp. 794-799

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Knowledge Discovery from Citation Networks (Abstract)

Yun Chi

pp. 800-805

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An Effective Approach to Inverse Frequent Set Mining (Abstract)

pp. 806-811

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Parallel PathFinder Algorithms for Mining Structures from Graphs (Abstract)

pp. 812-817

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A Bootstrap Approach to Eigenvalue Correction (Abstract)

pp. 818-823

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Modeling Syntactic Structures of Topics with a Nested HMM-LDA (Abstract)

Jing Jiang

pp. 824-829

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Redistricting Using Heuristic-Based Polygonal Clustering (Abstract)

pp. 830-835

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A Walk from 2-Norm SVM to 1-Norm SVM (Abstract)

pp. 836-841

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Semi-supervised Density-Based Clustering (Abstract)

Levi Lelis

Jörg Sander

pp. 842-847

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VIF Regression: A Fast Regression Algorithm for Large Data (Abstract)

Dongyu Lin

Dean P. Foster

pp. 848-853

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Sparse Norm-Regularized Reconstructive Coefficients Learning (Abstract)

Bin Liu

pp. 854-859

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A Contrast Pattern Based Clustering Quality Index for Categorical Data (Abstract)

Qingbao Liu

Guozhu Dong

pp. 860-865

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Multi-document Summarization by Information Distance (Abstract)

Chong Long

Minlie Huang

Xiaoyan Zhu

Ming Li

pp. 866-871

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On the (In)Security and (Im)Practicality of Outsourcing Precise Association Rule Mining (Abstract)

pp. 872-877

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Promoting Total Efficiency in Text Clustering via Iterative and Interactive Metric Learning (Abstract)

pp. 878-883

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A New Clustering Algorithm Based on Regions of Influence with Self-Detection of the Best Number of Clusters (Abstract)

Fabrice Muhlenbach

Stéphane Lallich

pp. 884-889

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Automatically Extracting Dialog Models from Conversation Transcripts (Abstract)

Sumit Negi

Sachindra Joshi

Anup K. Chalamalla

L. Venkata Subramaniam

pp. 890-895

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To Trust or Not to Trust? Predicting Online Trusts Using Trust Antecedent Framework (Abstract)

pp. 896-901

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Analysis of Subsequence Time-Series Clustering Based on Moving Average (Abstract)

pp. 902-907

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Permutation Tests for Studying Classifier Performance (Abstract)

Markus Ojala

Gemma C. Garriga

pp. 908-913

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Interaction-Based Clustering of Multivariate Time Series (Abstract)

pp. 914-919

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Ardian Kristanto Poernomo

PUB: A Class Description Technique Based on Partial Coverage of Subspace (Abstract)

Vivekanand Gopalkrishnan

pp. 920-925

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Online and Batch Learning of Generalized Cosine Similarities (Abstract)

Ali Mustafa Qamar

Eric Gaussier

pp. 926-931

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Discovering Organizational Structure in Dynamic Social Network (Abstract)

pp. 932-937

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Kernel Conditional Quantile Estimation via Reduction Revisited (Abstract)

pp. 938-943

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Naive Bayes Classification of Uncertain Data (Abstract)

Ben Kao

pp. 944-949

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Constraint-Based Pattern Mining in Dynamic Graphs (Abstract)

Céline Robardet

pp. 950-955

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Global Slope Change Synopses for Measurement Maps (Abstract)

pp. 956-961

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Aspect Guided Text Categorization with Unobserved Labels (Abstract)

Dan Roth

Yuancheng Tu

pp. 962-967

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A Fully Automated Method for Discovering Community Structures in High Dimensional Data (Abstract)

Jianhua Ruan

pp. 968-973

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Hierarchical Probabilistic Segmentation of Discrete Events (Abstract)

pp. 974-979

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Topic Modeling for Sequences of Temporal Activities (Abstract)

Jun Sun

pp. 980-985

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Combining Super-Structuring and Abstraction on Sequence Classification (Abstract)

pp. 986-991

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A Global-Model Naive Bayes Approach to the Hierarchical Prediction of Protein Functions (Abstract)

Carlos N. Silla Jr.

Alex A. Freitas

pp. 992-997

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Spatio-temporal Energy Based Gait Recognition (Abstract)

Shamsher Singh

K.K. Biswas

pp. 998-1003

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Feature Selection in the Tensor Product Feature Space (Abstract)

pp. 1004-1009

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Topic Distributions over Links on Web (Abstract)

Zi Yang

Rui Ma

pp. 1010-1015

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Clustering with Multiple Graphs (Abstract)

pp. 1016-1021

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Two Heads Better Than One: Metric+Active Learning and its Applications for IT Service Classification (Abstract)

pp. 1022-1027

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Maximum Margin Clustering on Data Manifolds (Abstract)

Fei Wang

Xin Wang

pp. 1028-1033

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Discovering Contexts and Contextual Outliers Using Random Walks in Graphs (Abstract)

Xiang Wang

Ian Davidson

pp. 1034-1039

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Effective Criterion Functions for Efficient Agglomerative Clustering on Very Large Networks (Abstract)

Yang Wang

Mingyuan An

pp. 1040-1045

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Binomial Matrix Factorization for Discrete Collaborative Filtering (Abstract)

Jinlong Wu

pp. 1046-1051

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Bi-relational Network Analysis Using a Fast Random Walk with Restart (Abstract)

pp. 1052-1057

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A New MCA-Based Divisive Hierarchical Algorithm for Clustering Categorical Data (Abstract)

pp. 1058-1063

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Non-sparse Multiple Kernel Learning for Fisher Discriminant Analysis (Abstract)

Fei Yan

pp. 1064-1069

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Multirelational Topic Models (Abstract)

pp. 1070-1075

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Learning Local Components to Understand Large Bayesian Networks (Abstract)

pp. 1076-1081

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RING: An Integrated Method for Frequent Representative Subgraph Mining (Abstract)

pp. 1082-1087

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A Cost-Effective LSH Filter for Fast Pairwise Mining (Abstract)

Dan Luo

pp. 1088-1093

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A New Kernel-Based Classification Algorithm (Abstract)

pp. 1094-1099

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Author Index (PDF)

pp. 1100-1106

Publisher Information (PDF)

pp. 1108