[Front cover]

Ensemble-Vis: A Framework for the Statistical Visualization of Ensemble Data (Abstract)

pp. 233-240

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IEEE Xplore Subscribers

[Copyright notice] (PDF)

pp. iv

Table of contents (PDF)

pp. v-xii

Title Page i (PDF)

pp. i

Title Page iii (PDF)

pp. iii

Message from General Co-chairs (PDF)

pp. xiii

Message from Workshop Co-chairs (PDF)

pp. xiv

Workshop Organizing Committees (PDF)

pp. xv-xvi

Workshop Program Committees (PDF)

pp. xvii-xxi

SISC: A Text Classification Approach Using Semi Supervised Subspace Clustering (Abstract)

Mohammad Salim Ahmed

Latifur Khan

pp. 1-6

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High Quality True-Positive Prediction for Fiscal Fraud Detection (Abstract)

pp. 7-12

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Building Classifiers with Independency Constraints (Abstract)

pp. 13-18

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Discovering Domain Specific Concepts within User-Generated Taxonomies (Abstract)

Jonathan Klinginsmith

pp. 19-24

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A Game Theoretical Model for Adversarial Learning (Abstract)

Wei Liu

Sanjay Chawla

pp. 25-30

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Discovery of Quantitative Sequential Patterns from Event Sequences (Abstract)

pp. 31-36

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Information Extraction for Clinical Data Mining: A Mammography Case Study (Abstract)

pp. 37-42

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A New Minimally Supervised Learning Method for Semantic Term Classification - Experimental Results on Classifying Ratable Aspects Discussed in Customer Reviews (Abstract)

Thao Pham Thanh Nguyen

pp. 43-50

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A Paradigm Shift: Combined Literature and Ontology-Driven Data Mining for Discovering Novel Relations in Biomedical Domain (Abstract)

Yakub Sebastian

Brian Chung Shiong Loh

Patrick Hang Hui Then

pp. 51-57

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Weighted Frequent Subgraph Mining in Weighted Graph Databases (Abstract)

pp. 58-63

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Detecting and Interpreting Variable Interactions in Observational Ornithology Data (Abstract)

pp. 64-69

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Tree-Based Approach to Missing Data Imputation (Abstract)

Peerapon Vateekul

Kanoksri Sarinnapakorn

pp. 70-75

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Theoretical Study of the Relationship between Diversity and Single-Class Measures for Class Imbalance Learning (Abstract)

Shuo Wang

Xin Yao

pp. 76-81

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Multi-sphere Support Vector Data Description for Outliers Detection on Multi-distribution Data (Abstract)

Bo Liu

Jie Cao

pp. 82-87

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Integrating Knowledge in Search of Biologically Relevant Genes (Abstract)

pp. 88-93

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Towards Context Aware Food Sales Prediction (Abstract)

Indre

Jorn Bakker

Mykola Pechenizkiy

pp. 94-99

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Privacy Preserving Classification with Emerging Patterns (Abstract)

Piotr Andruszkiewicz

pp. 100-105

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Efficient Anonymizations with Enhanced Utility (Abstract)

Jacob Goldberger

Tamir Tassa

pp. 106-113

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Krishnan Pillaipakkamnatt

A Practical Differentially Private Random Decision Tree Classifier (Abstract)

Geetha Jagannathan

Rebecca N. Wright

pp. 114-121

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A Differentially Private Graph Estimator (Abstract)

Darakhshan J. Mir

Rebecca N. Wright

pp. 122-129

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An Attack on the Privacy of Sanitized Data that Fuses the Outputs of Multiple Data Miners (Abstract)

Michal Sramka

Reihaneh Safavi-Naini

Jörg Denzinger

pp. 130-137

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Differential Privacy for Clinical Trial Data: Preliminary Evaluations (Abstract)

Duy Vu

Aleksandra Slavkovic

pp. 138-143

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Video2Text: Learning to Annotate Video Content (Abstract)

pp. 144-151

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Automatic Image Annotations by Mining Web Image Data (Abstract)

Na Xu

pp. 152-157

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A Study of Language Model for Image Retrieval (Abstract)

Bo Geng

Linjun Yang

Chao Xu

pp. 158-163

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MSRA-MM 2.0: A Large-Scale Web Multimedia Dataset (Abstract)

Hao Li

Meng Wang

Xian-Sheng Hua

pp. 164-169

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Localized Content Based Image Retrieval with Self-Taught Multiple Instance Learning (Abstract)

Qifeng Qiao

Peter A. Beling

pp. 170-175

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Mining Event Definitions from Queries for Video Retrieval on the Internet (Abstract)

pp. 176-183

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Cross-Domain Web Image Annotation (Abstract)

Si Si

Dacheng Tao

Kwok-Ping Chan

pp. 184-189

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TubeTagger - YouTube-based Concept Detection (Abstract)

pp. 190-195

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Semantic Linking between Video Ads and Web Services with Progressive Search (Abstract)

Bo Wang

pp. 196-201

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Mining Personal Image Collection for Social Group Suggestion (Abstract)

Jie Yu

Xin Jin

Jiawei Han

Jiebo Luo

pp. 202-207

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Induction of Mean Output Prediction Trees from Continuous Temporal Meteorological Data (Abstract)

pp. 208-213

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Data Mining Geophysical Content from Satellites and Global Climate Models (Abstract)

pp. 214-216

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Understanding Climate Change Patterns with Multivariate Geovisualization (Abstract)

Hai Jin

Diansheng Guo

pp. 217-222

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Motivating Complex Dependence Structures in Data Mining: A Case Study with Anomaly Detection in Climate (Abstract)

pp. 223-230

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A Distributed Computing Infrastructure for the Evaluation of Climate Models Using NASA Observational Data (Abstract)

pp. 231-232

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Uncertainty Quantification in the Presence of Limited Climate Model Data with Discontinuities (Abstract)

pp. 241-247

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Change Detection in Climate Data over the Iberian Peninsula (Abstract)

Raquel Sebastião

Pedro Pereira Rodrigues

João Gama

pp. 248-253

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The Flexible Climate Data Analysis Tools (CDAT) for Multi-model Climate Simulation Data (Abstract)

pp. 254-261

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Link Prediction on Evolving Data Using Matrix and Tensor Factorizations (Abstract)

pp. 262-269

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SIMPLE: A Strategic Information Mining Platform for Licensing and Execution (Abstract)

Bin He

Xian Wu

pp. 270-275

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HOCT: A Highly Scalable Algorithm for Training Linear CRF on Modern Hardware (Abstract)

pp. 276-281

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Why Naive Ensembles Do Not Work in Cloud Computing (Abstract)

pp. 282-289

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EigenSpokes: Surprising Patterns and Scalable Community Chipping in Large Graphs (Abstract)

pp. 290-295

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Toolkit-Based High-Performance Data Mining of Large Data on MapReduce Clusters (Abstract)

pp. 296-301

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Scalable Attribute-Value Extraction from Semi-structured Text (Abstract)

pp. 302-307

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Estimating the Parameters of Randomly Interleaved Markov Models (Abstract)

pp. 308-313

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Sparse Least-Squares Methods in the Parallel Machine Learning (PML) Framework (Abstract)

pp. 314-319

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Fast Induction of Multiple Decision Trees in Text Categorization from Large Scale, Imbalanced, and Multi-label Data (Abstract)

Peerapon Vateekul

Miroslav Kubat

pp. 320-325

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Greedy is not Enough: An Efficient Batch Mode Active Learning Algorithm (Abstract)

pp. 326-331

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Efficient Dense Structure Mining Using MapReduce (Abstract)

Shengqi Yang

Bai Wang

Haizhou Zhao

Bin Wu

pp. 332-337

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Efficient Incremental Mining of Qualified Web Traversal Patterns without Scanning Original Databases (Abstract)

pp. 338-343

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Compressed Spectral Clustering (Abstract)

Bin Zhao

Changshui Zhang

pp. 344-349

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Mining of Attribute Interactions Using Information Theoretic Metrics (Abstract)

pp. 350-355

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Kernel K-means Based Framework for Aggregate Outputs Classification (Abstract)

Bin Liu

pp. 356-361

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GLSVM: Integrating Structured Feature Selection and Large Margin Classification (Abstract)

pp. 362-367

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An Effective Network Partitioning Algorithm Based on Two-Point Diffusing Strategy (Abstract)

Chengying Mao

pp. 368-373

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Nonsmooth Bilevel Programming for Hyperparameter Selection (Abstract)

pp. 374-381

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A New Measure of Feature Selection Algorithms' Stability (Abstract)

pp. 382-387

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Improved Multi Label Classification in Hierarchical Taxonomies (Abstract)

Kunal Punera

Suju Rajan

pp. 388-393

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Probabilistic Labeled Semi-supervised SVM (Abstract)

pp. 394-399

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Feature Selection for Maximizing the Area Under the ROC Curve (Abstract)

Rui Wang

Ke Tang

pp. 400-405

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Multiple Instance Transfer Learning (Abstract)

Dan Zhang

Luo Si

pp. 406-411

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Hidenao Abe

Shusaku Tsumoto

pp. 412-415

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Transferred Feature Selection (Abstract)

Wei Bi

Yuan Shi

Zhenzhong Lan

pp. 416-421

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Set-Based Boosting for Instance-Level Transfer (Abstract)

Eric Eaton

Marie desJardins

pp. 422-428

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Knowledge Transfer among Heterogeneous Information Networks (Abstract)

pp. 429-434

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Towards a Universal Text Classifier: Transfer Learning Using Encyclopedic Knowledge (Abstract)

Pu Wang

Carlotta Domeniconi

pp. 435-440

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Knowledge Transformation by Cross-Domain Belief Propagation (Abstract)

Fei Wang

Tao Li

pp. 441-446

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Determining the Training Window for Small Sample Size Classification with Concept Drift (Abstract)

Indre

Ludmila I. Kuncheva

pp. 447-452

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Pattern Mining over Star Schemas in the Onto4AR Framework (Abstract)

Cláudia Antunes

pp. 453-458

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Document Clustering Using Semantic Kernels Based on Term-Term Correlations (Abstract)

Ahmed K. Farahat

Mohamed S. Kamel

pp. 459-464

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Semantic-Rich Markov Models for Web Prefetching (Abstract)

Nizar R. Mabroukeh

Christie I. Ezeife

pp. 465-470

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Parameterized Contrast in Second Order Soft Co-occurrences: A Novel Text Representation Technique in Text Mining and Knowledge Extraction (Abstract)

pp. 471-476

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A WordNet-Based Semantic Model for Enhancing Text Clustering (Abstract)

Shady Shehata

pp. 477-482

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A Data Mining Method to Extract and Rank Papers Describing Coexpression Predicates Semantically (Abstract)

pp. 483-488

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LNBC: A Link-Based Naive Bayes Classifier (Abstract)

pp. 489-494

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TagLearner: A P2P Classifier Learning System from Collaboratively Tagged Text Documents (Abstract)

pp. 495-500

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Mining Multiple Satellite Sensor Data Using Collaborative Clustering (Abstract)

pp. 501-506

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Feature Selection with High-Dimensional Imbalanced Data (Abstract)

Jason Van Hulse

Taghi M. Khoshgoftaar

Amri Napolitano

Randall Wald

pp. 507-514

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Theoretically Optimal Distributed Anomaly Detection (Abstract)

pp. 515-520

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Hybrid Clustering by Integrating Text and Citation Based Graphs in Journal Database Analysis (Abstract)

Shi Yu

pp. 521-526

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Frequent Pattern Discovery from a Single Graph with Quantitative Itemsets (Abstract)

pp. 527-532

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Efficient Discovery of Closed Hyperclique Patterns in Multidimensional Structured Databases (Abstract)

Tomonobu Ozaki

Takenao Ohkawa

pp. 533-538

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Bucket Learning: Improving Model Quality through Enhancing Local Patterns (Abstract)

Guangzhi Qu

Hui Wu

pp. 539-544

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pp. 545-550

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Mining Data from Multiple Software Development Projects (Abstract)

H. Wang

T.M. Khoshgoftaar

K. Gao

N. Seliya

pp. 551-557

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Mining for Core Patterns in Stock Market Data (Abstract)

pp. 558-563

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Spatio-temporal Multi-dimensional Relational Framework Trees (Abstract)

pp. 564-570

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Spatiotemporal Modeling and Monitoring of Atmospheric Hazardous Emissions Using Sensor Networks (Abstract)

pp. 571-576

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[Publisher's information] (PDF)

pp. 680

Multi-granularity Visualization of Trajectory Clusters Using Sub-trajectory Clustering (Abstract)

Cheng Chang

Baoyao Zhou

pp. 577-582

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Deriving Low-Level Steering Behaviors from Trajectory Data (Abstract)

Arie Croitoru

pp. 583-590

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Greedy Optimization for Contiguity-Constrained Hierarchical Clustering (Abstract)

Diansheng Guo

pp. 591-596

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Spatially Adaptive Classification and Active Learning of Multispectral Data with Gaussian Processes (Abstract)

Goo Jun

Ranga Raju Vatsavai

Joydeep Ghosh

pp. 597-603

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FARM : Feature-Assisted Aggregate Route Mining in Trajectory Data (Abstract)

pp. 604-609

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K-BestMatch Reconstruction and Comparison of Trajectory Data (Abstract)

Mirco Nanni

Roberto Trasarti

pp. 610-615

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Analyzing Abnormal Events from Spatio-temporal Trajectories (Abstract)

pp. 616-621

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Multilayer Scene Similarity Assessment (Abstract)

Lu Xu

pp. 622-629

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Spatiotemporal Relational Random Forests (Abstract)

pp. 630-635

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Accurate Discovery of Valid Convoys from Moving Object Trajectories (Abstract)

Hyunjin Yoon

Cyrus Shahabi

pp. 636-643

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A Semi-supervised Framework for Simultaneous Classification and Regression of Zero-Inflated Time Series Data with Application to Precipitation Prediction (Abstract)

Zubin Abraham

Pang-Ning Tan

pp. 644-649

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Visualization and Classification of Power System Frequency Data Streams (Abstract)

pp. 650-655

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Information Services and Middleware for the Coastal Sensor Web (Abstract)

pp. 656-661

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Enhancing the DBSCAN and Agglomerative Clustering Algorithms to Solve Network Planning Problem (Abstract)

Lamia Fattouh Ibrahim

Weam M. Minshawi

Isra Yosef Ekkab

Nehal Mahmoud Al-Jurf

Afnan Salem Babrahim

Samar Faisl Al-Halees

pp. 662-667

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Fast Visual Trajectory Analysis Using Spatial Bayesian Networks (Abstract)

pp. 668-673

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Author Index (PDF)

pp. 674-679