Cover Art (PDF)

Title Page i (PDF)

Title Page iii (PDF)

Copyright Page (PDF)

Table of Contents (PDF)

Message from the Conference Chairs (PDF)

Message from the Workshop Co-chairs (PDF)

Preface to the Third IEEE ICDM Workshop on Knowledge Discovery from Climate Data (PDF)

Preface to the Sentiment Elicitation from Natural Text for Information Retrieval and Extraction Workshop (PDF)

Preface to the International Workshop on Knowledge Discovery Using Cloud and Distributed Computing Platforms (PDF)

Preface to the Sixth Workshop on Optimization Based Techniques for Emerging Data Mining Problems (PDF)

Preface to the Data Mining Technologies for Computational Collective Intelligence Workshop (PDF)

Preface to the Workshop on Mining Communities and People Recommenders (PDF)

Preface to the Workshop on Domain Driven Data Mining (PDF)

Preface to the Fifth International Workshop on Mining Multiple Information Sources (PDF)

Preface to the Handling Concept Drift and Reoccurring Contexts in Adaptive Information Systems Workshop (PDF)

Preface to the Third International Workshop on Privacy Aspects of Data Mining (PDF)

Preface to the International Workshop on Learning and Data Mining for Robots (PDF)

Preface to the Fourth Workshop on Data Mining Case Studies (PDF)

Preface to the Large Scale Visual Analytics Workshop (PDF)

Preface to the International Workshop on Spatial and Spatio-Temporal Data Mining (PDF)

Preface to the International Workshop on Data Mining in Networks (PDF)

Preface to the Second Workshop on Biological Data Mining and Its Applications in Healthcare (PDF)

Preface to the Declarative Pattern Mining Workshop (PDF)

Preface to the Contrast Data Mining and Applications Workshop (PDF)

Preface to the Data Mining for Service Workshop (PDF)

Preface to the IEEE ICDM 2011 PhD Forum (PDF)

Preface to the ICDM 2011 Demo Session (PDF)

Sponsors (PDF)

Sparse Group Lasso for Regression on Land Climate Variables (Abstract)

Community Dynamics and Analysis of Decadal Trends in Climate Data (Abstract)

Modeling Unreliable Data and Sensors: Using F-measure Attribute Performance with Test Samples from Low-Cost Sensors (Abstract)

Evaluating Hurricane Intensity Prediction Techniques in Real Time (Abstract)

Spatio-Temporal Mining of Core Regions: Study of Rainfall Patterns in Monsoonal India (Abstract)

Parallel Kriging Analysis for Large Spatial Datasets (Abstract)

Multilingual Sentiment Analysis Using Latent Semantic Indexing and Machine Learning (Abstract)

Deriving Insights from National Happiness Indices (Abstract)

Improving Sentiment Classification Using Feature Highlighting and Feature Bagging (Abstract)

STARLET: Multi-document Summarization of Service and Product Reviews with Balanced Rating Distributions (Abstract)

Machine Reading for Notion-Based Sentiment Mining (Abstract)

Multi-aspect Sentiment Analysis with Topic Models (Abstract)

AQA: Aspect-based Opinion Question Answering (Abstract)

Discourse Structure and Sentiment (Abstract)

Longitudinal Sales Responses with Online Reviews (Abstract)

Fine-Grained Opinion Mining Using Conditional Random Fields (Abstract)

Detecting General Opinions from Customer Surveys (Abstract)

Mining Opinion Attributes from Texts Using Multiple Kernel Learning (Abstract)

SES: Sentiment Elicitation System for Social Media Data (Abstract)

Detecting Abnormal Machine Characteristics in Cloud Infrastructures (Abstract)

Frequent Pairs in Data Streams: Exploiting Parallelism and Skew (Abstract)

Epidemic K-Means Clustering (Abstract)

A Large Scale URL Verification Pipeline Using Hadoop (Abstract)

Latency Minimizing Tasking for Information Processing Systems (Abstract)

LI-MR: A Local Iteration Map/Reduce Model and Its Application to Mine Community Structure in Large-Scale Networks (Abstract)

Finding the 'Needle': Locating Interesting Nodes Using the K-shortest Paths Algorithm in MapReduce (Abstract)

The Deployment of MML for Data Analytics over the Cloud (Abstract)

Temporal Distributed Learning with Heterogeneous Data Using Gaussian Mixtures (Abstract)

Post Mining of Multiple Criteria Linear Programming Classification Model for Actionable Knowledge in Credit Card Churning Management (Abstract)

Learning to Group Web Text Incorporating Prior Information (Abstract)

Meta-learning for Selecting a Multi-label Classification Algorithm (Abstract)

Efficient Iterative Semi-supervised Classification on Manifold (Abstract)

Boosting Unsupervised Additive Clustering Using Cluster-Wise Optimization and Multi-label Learning (Abstract)

Active Learning from Positive and Unlabeled Data (Abstract)

Twitter Trending Topic Classification (Abstract)

Temporal Cross-Selling Optimization Using Action Proxy-Driven Reinforcement Learning (Abstract)

Entity Resolution with Attribute and Connection Graph (Abstract)

Integrating Pairwise Constraints into Clustering Algorithms: Optimization-Based Approaches (Abstract)

Classification for Orange Varieties Using Near Infrared Spectroscopy (Abstract)

Parametric Characterization of Multimodal Distributions with Non-gaussian Modes (Abstract)

Kernel-Based Clustering with Automatic Cluster Number Selection (Abstract)

A Novel Co-clustering Method with Intra-similarities (Abstract)

Stream Prediction Using Representative Episode Rules (Abstract)

Isanette: A Common and Common Sense Knowledge Base for Opinion Mining (Abstract)

Mobile Phone Graph Evolution: Findings, Model and Interpretation (Abstract)

Exploring Support Vector Machines and Random Forests to Detect Advanced Fee Fraud Activities on Internet (Abstract)

Retweet Modeling Using Conditional Random Fields (Abstract)

SLPA: Uncovering Overlapping Communities in Social Networks via a Speaker-Listener Interaction Dynamic Process (Abstract)

Employing Team Composition Strategies for Recommending Teams (Abstract)

Random Walk Based Resource Allocation: Predicting and Recommending Links in Cross-Operator Mobile Communication Networks (Abstract)

An Effective Expert Team Formation in Social Networks Based on Skill Grading (Abstract)

Time-Aware Ranking in Dynamic Citation Networks (Abstract)

A Diffusion of Innovation-Based Closeness Measure for Network Associations (Abstract)

Improving Energy Use Forecast for Campus Micro-grids Using Indirect Indicators (Abstract)

FAARM: Frequent Association Action Rules Mining Using FP-Tree (Abstract)

Certainty-Enhanced Active Learning for Improving Imbalanced Data Classification (Abstract)

Automatic Cleaning and Linking of Historical Census Data Using Household Information (Abstract)

Mining Infrequent Causal Associations in Electronic Health Databases (Abstract)

A Novel Knowledge-Based Twin Support Vector Machine (Abstract)

Semi-supervised Failure Prediction for Oil Production Wells (Abstract)

Automatic Training Data Cleaning for Text Classification (Abstract)

Revealing Cluster Formation over Huge Volatile Robotic Data (Abstract)

Domain-Driven Data Mining in Human Resource Management: A Review (Abstract)

CAPRE: A New Methodology for Product Recommendation Based on Customer Actionability and Profitability (Abstract)

Domain-Specific Adaptation of a Partial Least Squares Regression Model for Loan Defaults Prediction (Abstract)

Agent Assignment for Process Management: Competency-Driven Dynamic Resource Management Methodology (Abstract)

Relational Fuzzy Clustering with Multiple Kernels (Abstract)

Cross-Domain Recommender Systems (Abstract)

Approximate Record Matching Using Hash Grams (Abstract)

Multitask Multiclass Support Vector Machines (Abstract)

Indexing Faces in Broadcast News Video Archives (Abstract)

Greedy Regularized Least-Squares for Multi-task Learning (Abstract)

Using Modified Multivariate Bag-of-Words Models to Classify Physiological Data (Abstract)

Transportability of Causal and Statistical Relations: A Formal Approach (Abstract)

A Tag-Based Hybrid Music Recommendation System Using Semantic Relations and Multi-domain Information (Abstract)

Unifying Change -- Towards a Framework for Detecting the Unexpected (Abstract)

Change Mining of Customer Profiles Based on Transactional Data (Abstract)

Detecting Mean Changes in Data Streams (Abstract)

What's Your Current Stress Level? Detection of Stress Patterns from GSR Sensor Data (Abstract)

Interpretable, Online Soft-Sensors for Process Control (Abstract)

Pool and Accuracy Based Stream Classification: A New Ensemble Algorithm on Data Stream Classification Using Recurring Concepts Detection (Abstract)

Classification in Presence of Drift and Latency (Abstract)

Drift Detection Using Uncertainty Distribution Divergence (Abstract)

Interpretability of Sudden Concept Drift in Medical Informatics Domain (Abstract)

An Application of Differentially Private Linear Mixed Modeling (Abstract)

enList: Automatically Simplifying Privacy Policies (Abstract)

Privacy Preserving GWAS Data Sharing (Abstract)

Data Mining and Privacy of Personal Behaviour Types in Smart Grid (Abstract)

Fairness-aware Learning through Regularization Approach (Abstract)

Applicability of Regression-Tree-Based Synthetic Data Methods for Business Data (Abstract)

Preventing Identity Disclosure in Hypergraphs (Abstract)

Rating: Privacy Preservation for Multiple Attributes with Different Sensitivity Requirements (Abstract)

Privacy Preserving Outlier Detection Using Locality Sensitive Hashing (Abstract)

Implementing Camshift on a Mobile Robot for Person Tracking and Pursuit (Abstract)

Lifted-Rollout for Approximate Policy Iteration of Markov Decision Process (Abstract)

Adaptive Windowing for Online Learning from Multiple Inter-related Data Streams (Abstract)

Characterizing Anomalous Behaviors and Revising Robotic Controllers (Abstract)

Integrating Collaborative Filtering and Search-Based Techniques for Personalized Online Product Recommendation (Abstract)

"The 100 Most Influential Persons in History": A Data Mining Perspective (Abstract)

Evolutionary Algorithms for Selecting the Architecture of a MLP Neural Network: A Credit Scoring Case (Abstract)

A/B Testing at SweetIM: The Importance of Proper Statistical Analysis (Abstract)

Detection of Anomalous Particles from the Deepwater Horizon Oil Spill Using the SIPPER3 Underwater Imaging Platform (Abstract)

Dynamic Loan Service Monitoring Using Segmented Hidden Markov Models (Abstract)

An Analysis of Treatment Patterns: A Case Study on Carpal Tunnel Syndrome (Abstract)

Evaluation and Extension to the Duckworth Lewis Method: A Dual Application of Data Mining Techniques (Abstract)

An Augmented Vector Space Information Retrieval for Recovering Requirements Traceability (Abstract)

Crime Forecasting Using Data Mining Techniques (Abstract)

Clustering Based Fast Low-Rank Approximation for Large-Scale Graph (Abstract)

Efficient Indexing for Mobile Image Retrieval (Abstract)

Online Heterogeneous Feature Fusion for Visual Recognition (Abstract)

FpMapViz: A Space-Filling Visualization for Frequent Patterns (Abstract)

Wisdom of Crowds: Single Image Super-resolution from the Web (Abstract)

Learning to Combine Ad-hoc Ranking Functions for Image Retrieval (Abstract)

From Videos to Places: Geolocating the World's Videos (Abstract)

Visual Analysis of Bipartite Networks (Abstract)

Incremental Support Vector Clustering (Abstract)

Large-scale Outdoor Scene Classification by Boosting a Set of Highly Discriminative and Low Redundant Graphlets (Abstract)

Incremental Maintenance of Topological Patterns in Spatial-Temporal Database (Abstract)

Efficiently Mining Dynamic Zonal Co-location Patterns Based on Maximal Co-locations (Abstract)

High-Resolution Urban Image Classification Using Extended Features (Abstract)

Trended DTW Based on Piecewise Linear Approximation for Time Series Mining (Abstract)

Data Mining Cancer Registries: Retrospective Surveillance of Small Area Time Trends in Cancer Incidence Using BaySTDetect (Abstract)

Origin/Destination-estimation Using Cellular Network Data (Abstract)

Linearly-Combined Web Sensors for Spatio-temporal Data Extraction from the Web (Abstract)

Spatial and Temporal Analysis of Planet Scale Vehicular Imagery Data (Abstract)

New Object Detection for On-board Robot Vision by Lifting Complex Wavelet Transforms (Abstract)

Prophet -- A Link-Predictor to Learn New Rules on NELL (Abstract)

Temporal Scale of Processes in Dynamic Networks (Abstract)

Working for Influence: Effect of Network Density and Modularity on Diffusion in Networks (Abstract)

Automatically Spotting Information-Rich Nodes in Graphs (Abstract)

Stochastic Network Motif Detection in Social Media (Abstract)

Imputation of Missing Links and Attributes in Longitudinal Social Surveys (Abstract)

Poll: A Citation Text Based System for Identifying High-Impact Contributions of an Article (Abstract)

Diffusion in Networks with Overlapping Community Structure (Abstract)

Scalable Link Prediction on Multidimensional Networks (Abstract)

Collaborative Filtering for Coordinated Monitoring in Sensor Networks (Abstract)

Identifying HotSpots in Lung Cancer Data Using Association Rule Mining (Abstract)

Confident Surgical Decision Making in Temporal Lobe Epilepsy by Heterogeneous Classifier Ensembles (Abstract)

From Sequences to Papers: An Information Retrieval Exercise (Abstract)

Transduction of Semi-supervised Regression Targets in Survival Analysis for Medical Prognosis (Abstract)

Analyzing Trends of Hospital Length of Stay Using Phase-Type Distributions (Abstract)

Graph Based Classification of MRI Data Based on the Ventricular System (Abstract)

Medical Data Mining for Early Deterioration Warning in General Hospital Wards (Abstract)

Mining Protein Sequence Databases for Remote Homologues That Can Display Considerable Domain Length Variations (Abstract)

Brain Tumor Pathological Area Delimitation through Non-negative Matrix Factorization (Abstract)

In Vivo and In Silico Evidence: Hippocampal Cholesterol Metabolism Decreases with Aging and Increases with Alzheimers Disease -- Modeling Brain Aging and Disease (Abstract)

A Three-Step Validation Following Genome-Wide Data Mining for Myosin Family Members Improves Search Efficiency (Abstract)

FTCluster: Efficient Mining Fault-Tolerant Biclusters in Microarray Dataset (Abstract)

Mining of EL-GCIs (Abstract)

A Constraint Programming Approach for Enumerating Motifs in a Sequence (Abstract)

CLIM: Closed Inclusion Dependency Mining in Databases (Abstract)

Declarative Heuristic Search for Pattern Set Mining (Abstract)

A Constraint-Based Language for Declarative Pattern Discovery (Abstract)

Constraint-Based Pattern Mining in Multi-relational Databases (Abstract)

Visually Contrast Two Collections of Frequent Patterns (Abstract)

A New Algorithm Based on Shared Pattern-Tree to Mine Shared Emerging Patterns (Abstract)

Overview of Contrast Data Mining as a Field and Preview of an Upcoming Book (Abstract)

Correlation and Contrast Link Formation Patterns in a Time Evolving Graph (Abstract)

Summarizing Contrasts by Recursive Pattern Mining (Abstract)

RFM Variables Revisited Using Quantile Regression (Abstract)

Analysis of Residence Time in Shopping Using RFID Data -- An Application of the Kernel Density Estimation to RFID (Abstract)

An Information Extraction Method from Different Structural Web Sites by Word Distances between a User Instantiated Label and Similar Entity (Abstract)

Visualization of Hospital Services Using Data Mining Methods (Abstract)

Estimating Post-Event Seller Productivity Profiles in Dynamic Sales Organizations (Abstract)

On Efficient Distance-Based Similarity Search (Abstract)

Active Learning of Transfer Relationships for Multiple Related Bayesian Network Structures (Abstract)

Understanding and Exploiting the Connections between NMF and SVM (Abstract)

Community Evolution in Dynamic Social Networks -- Challenges and Problems (Abstract)

Nearest Neighbor Voting in High-Dimensional Data: Learning from Past Occurrences (Abstract)

Towards a Framework for Detecting and Managing Opinion Contradictions (Abstract)

BioGraph: Knowledge Discovery and Exploration in the Biomedical Domain (Abstract)

BeTracker: A System for Finding Behavioral Patterns from Contextual Sensor and Social Data (Abstract)

TeamExp: Top-k Team Formation in Social Networks (Abstract)

NetDriller: A Powerful Social Network Analysis Tool (Abstract)

Route Discovery from Mining Uncertain Trajectories (Abstract)

AskUs: An Opinion Search Engine (Abstract)

SentiCorr: Multilingual Sentiment Analysis of Personal Correspondence (Abstract)

Author Index (PDF)

Publisher's Information (PDF)