Research Track
98 Lectures · Jun 28, 2009
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Clustering Track
Adapting the Right Measures for K-Means Clustering
Sep 14, 2009
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5476 Views
A Principled and Flexible Framework for Finding Alternative Clusterings
Sep 14, 2009
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3374 Views
Improving Clustering Stability with Combinatorial MRFs
Sep 14, 2009
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4295 Views
Ranking-Based Clustering of Heterogeneous Information Networks with Star Network...
Sep 14, 2009
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7395 Views
Co-Clustering on Manifolds
Sep 14, 2009
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5324 Views
Fast Approximate Spectral Clustering
Sep 14, 2009
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5050 Views
Recommender Systems Track
Collaborative Filtering with Temporal Dynamics
Sep 14, 2009
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16507 Views
TrustWalker: A Random Walk Model for Combining Trust-Based and Item-Based Recomm...
Sep 14, 2009
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6553 Views
Regression-Based Latent Factor Models
Sep 14, 2009
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7755 Views
Learning Optimal Ranking with Tensor Factorization for Tag Recommendation
Sep 14, 2009
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5371 Views
TANGENT: A Novel, 'Surprise-me' Recommendation Algorithm
Sep 14, 2009
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4510 Views
Temporal & Streams Mining Track
Spatial-Temporal Causal Modeling for Climate Change Attribution
Sep 14, 2009
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4420 Views
Grouped Graphical Granger Modeling Methods for Temporal Causal Modeling
Sep 14, 2009
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4087 Views
Issues in Evaluation of Stream Learning Algorithms
Sep 14, 2009
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4583 Views
New Ensemble Methods for Evolving Data Streams
Sep 14, 2009
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4675 Views
Toward Autonomic Grids: Analyzing the Job Flow with Affinity Streaming
Sep 14, 2009
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4350 Views
Social Content Track
Analyzing Patterns of User Content Generation in Online Social Networks
Sep 14, 2009
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5182 Views
Exploiting Wikipedia as External Knowledge for Document Clustering
Sep 14, 2009
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4197 Views
Collective Annotation of Wikipedia Entities in Web Text
Sep 14, 2009
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5584 Views
Characterizing Individual Communication Patterns
Sep 14, 2009
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3722 Views
Supervised Learning Track
Feature Shaping for Linear SVM Classifiers
Sep 14, 2009
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3783 Views
Primal Sparse Max-Margin Markov Networks
Sep 14, 2009
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3971 Views
Large-Scale Sparse Logistic Regression
Sep 14, 2009
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7284 Views
Cross Domain Distribution Adaptation via Kernel Mapping
Sep 14, 2009
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4444 Views
Anomaly & Streams Track
Genre-Based Decomposition of Email Class Noise
Sep 14, 2009
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3008 Views
Efficient Anomaly Monitoring Over Moving Object Trajectory Streams
Sep 14, 2009
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4046 Views
CoCo: Coding Cost for Parameter-free Outlier Detection
Sep 14, 2009
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3591 Views
Learning with a Non-Exhaustive Training Dataset: Detection of Bacteria Cultures ...
Sep 14, 2009
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3727 Views
DynaMMo: Mining and Summarization of Coevolving Sequences with Missing Values
Sep 14, 2009
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3717 Views
Text Mining Track
Connections between the Lines: Augmenting Social Networks with Text
Sep 14, 2009
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4469 Views
Structured Correspondence Topic Models for Mining Captioned Figures in Biologica...
Sep 14, 2009
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3833 Views
Name-Ethnicity Classification from Open Sources
Sep 14, 2009
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3693 Views
Efficient Methods for Topic Model Inference on Streaming Document Collections
Sep 14, 2009
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4505 Views
Extracting Discriminative Concepts for Domain Adaptation in Text Mining
Sep 14, 2009
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3759 Views
Graph Mining Track
Parallel Community Detection on Large Networks with Propinquity Dynamics
Sep 14, 2009
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4642 Views
Constant-Factor Approximation Algorithms for Identifying Dynamic Communities
Sep 14, 2009
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3828 Views
Large-Scale Graph Mining Using Backbone Refinement Classes
Sep 14, 2009
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4228 Views
Doulion: Counting Triangles in Massive Graphs with a Coin
Aug 14, 2009
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6129 Views
Search & Advertising Track
BBM: Bayesian Browsing Model from Petabyte-scale Data
Sep 14, 2009
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3245 Views
Mining Rich Session Context to Improve Web Search
Sep 14, 2009
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4014 Views
On Burstiness-Aware Search for Document Sequences
Sep 14, 2009
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3079 Views
Mining Broad Latent Query Aspects from Search Sessions
Sep 14, 2009
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3115 Views
Combined: Anomaly Detection Track
A LRT Framework for Fast Spacial Anomaly Detection
Sep 14, 2009
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3882 Views
Anomalous Window Discovery through Scan Statistics for Linear Intersecting Paths...
Sep 14, 2009
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3477 Views
Category Detection Using Hierarchical Mean Shift
Aug 14, 2009
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4360 Views
BGP-lens: Patterns and Anomalies in Internet Routing Updates
Sep 14, 2009
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4768 Views
Statistical & Consensus Methods Track
Tell Me Something I Don't Know: Randomization Strategies for Iterative Data Mini...
Sep 14, 2009
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3497 Views
Constrained Optimization for Validation-Guided Conditional Random Field Learning
Sep 14, 2009
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4344 Views
Scalable Pseudo-Likelihood Estimation in Hybrid Random Fields
Sep 14, 2009
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3595 Views
Heterogeneous Source Consensus Learning via Decision Propagation and Negotiation
Sep 14, 2009
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3428 Views
Consensus Group Stable Feature Selection
Sep 14, 2009
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3758 Views
Privacy & Semi-Supervised Methods Track
Collusion-Resistant Anonymous Data Collection Method
Sep 14, 2009
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3921 Views
Differentially Private Recommender Systems: Building Privacy into the Netflix Pr...
Sep 14, 2009
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4033 Views
On the Tradeoff Between Privacy and Utility in Data Publishing
Sep 14, 2009
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4234 Views
The Offset Tree for Learning with Partial Labels
Sep 14, 2009
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3455 Views
Information Theoretic Regularization for Semi-Supervised Boosting
Sep 14, 2009
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3096 Views
Pattern Mining Applications Track
Classification of Software Behaviors for Failure Detection: A Discriminative Pat...
Sep 14, 2009
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3971 Views
Mining Discrete Patterns via Binary Matrix Factorization
Sep 14, 2009
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4966 Views
An Association Analysis Approach to Biclustering
Sep 14, 2009
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5256 Views
Learning, Indexing, and Diagnosing Network Faults
Sep 14, 2009
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2921 Views
WhereNext: a Location Predictor on Trajectory Pattern Mining
Sep 14, 2009
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5442 Views
Social Networks Track
On Compressing Social Networks
Sep 14, 2009
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4014 Views
Social Influence Analysis in Large-scale Networks
Sep 14, 2009
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6597 Views
Finding a Team of Experts in Social Networks
Sep 14, 2009
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4687 Views
Mining Social Networks for Personalized Email Prioritization
Sep 14, 2009
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3599 Views
Web & Behavior Mining Track
Mining for the Most Certain Predictions from Dyadic Data
Sep 14, 2009
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3557 Views
Exploring Social Tagging Graph for Web Object Classification
Sep 14, 2009
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3582 Views
Large-Scale Behavioral Targeting
Sep 14, 2009
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8269 Views
User Grouping Behavior in Online Forums
Sep 14, 2009
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5296 Views
Active Learning Track
Improving Data Mining Utility with Projective Sampling
Sep 14, 2009
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3746 Views
Effective Multi-Label Active Learning for Text Classification
Sep 14, 2009
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5422 Views
Regret-based Online Ranking for a Growing Digital Library
Sep 14, 2009
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3288 Views
Efficiently Learning the Accuracy of Labeling Sources for Selective Sampling
Sep 14, 2009
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4017 Views
Dynamic Social Networks Track
Learning Patterns in the Dynamics of Biological Networks
Sep 14, 2009
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3133 Views
Meme-tracking and the dynamics of the news cycle
Sep 14, 2009
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9504 Views
Measuring the Effects of Preprocessing Decisions and Network Forces in Dynamic N...
Sep 14, 2009
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2869 Views
Multi-Relational Mining Track
A Multi-Relational Approach to Spatial Classification
Sep 14, 2009
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4601 Views
Characteristic Relational Patterns
Sep 14, 2009
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3586 Views
MetaFac: Community Discovery via Relational Hypergraph Factorization
Sep 14, 2009
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4275 Views
Using Graph-based Metrics with Empirical Risk Minimization to Speed Up Active Le...
Sep 14, 2009
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3207 Views
on and Management of Data Center Chillers using Temporal
Time Series Shapelets: A New Primitive for Data Mining
Sep 14, 2009
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7327 Views
Detection of Unique Temporal Segments by Information Theoretic Meta-clustering
Sep 14, 2009
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3273 Views
Temporal mining for interactive workflow data analysis
Sep 14, 2009
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4032 Views
Frequent Patterns Track
Probabilistic Frequent Itemset Mining in Uncertain Databases
Sep 14, 2009
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3284 Views
Towards Efficient Mining of Proportional Fault-Tolerant Frequent Itemsets
Sep 14, 2009
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3486 Views
Correlated Itemset Mining in ROC Space: A Constraint Programming Approach
Sep 14, 2009
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4166 Views
Web Mining Track
Optimizing Web Traffic via the Media Scheduling Problem
Sep 14, 2009
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3669 Views
Turning Down the Noise in the Blogosphere
Sep 14, 2009
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3944 Views
Scalable Graph Clustering Using Stochastic Flows: Applications to Community Disc...
Sep 14, 2009
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4399 Views
A Viewpoint-based Approach for Interaction Graph Analysis
Sep 14, 2009
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4180 Views
A Generalized Co-HITS Algorithm and Its Application to Bipartite Graphs
Sep 14, 2009
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5489 Views
Combined: Applications Track
Mining Brain Region Connectivity for Alzheimer's Disease Study via Sparse Invers...
Sep 14, 2009
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3866 Views
Multi-focal Learning and Its Application to Customer Service Support
Sep 14, 2009
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3291 Views
Augmenting the Generalized Hough Transform to Enable the Mining of Petroglyphs
Sep 14, 2009
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3741 Views
COA: Finding Novel Patents through Text Analysis
Jan 11, 2010
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4353 Views
Drosophila Gene Expression Pattern Annotation Using Sparse Features and Term-ter...
Sep 14, 2009
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3490 Views
Enabling Analysts in Managed Services for CRM Analytics
Sep 14, 2009
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3834 Views
Quantification and Semi-supervised Classification Methods for Handling Changes i...
Sep 14, 2009
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3629 Views