Jul 26, 2010 
100 videos 
Research Sessions
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Session 01: Link and Click Prediction
User Browsing Models: Relevance versus Examination
Oct 1, 2010 3012 views
New Perspectives and Methods in Link Prediction
Oct 1, 2010 4773 views
Estimating Rates of Rare Events with Multiple Hierarchies through Scalable Log-l...
Oct 1, 2010 5322 views
Mining Advisor-Advisee Relationships from Research Publication Networks
Oct 1, 2010 4583 views
Suggesting Friends Using the Implicit Social Graph
Oct 1, 2010 4047 views
Session 02: Frequent Item Sets Research
Probably the Best Itemsets
Oct 1, 2010 3326 views
Frequent Regular Itemset Mining
Oct 1, 2010 3797 views
Mining Uncertain Data with Probabilistic Guarantees
Oct 1, 2010 3709 views
Mining Top-K Frequent Items in a Data Stream with Flexible Sliding Windows
Oct 1, 2010 5054 views
UP-Growth: An Efficient Algorithm for High Utility Itemset Mining
Oct 1, 2010 7489 views
Session 03: Feature Selection Research
Grafting-Light: Fast, Incremental Feature Selection and Structure Learning of Ma...
Oct 1, 2010 3896 views
Feature Selection for Support Vector Regression Using Probabilistic Prediction
Oct 1, 2010 5491 views
Unsupervised Feature Selection for Multi-Cluster Data
Oct 1, 2010 6472 views
A Scalable Two-Stage Approach for a Class of Dimensionality Reduction Techniques
Oct 1, 2010 3675 views
An Efficient Algorithm for a Class of Fused Lasso Problems
Oct 1, 2010 4115 views
Session 04: Privacy-Sensitive Algorithms for Learning, Publishing, and Social Networks
Cold Start Link Prediction
Oct 1, 2010 3244 views
Versatile Publishing For Privacy Preservation
Oct 1, 2010 3170 views
Privacy-Preserving Outsourcing Support Vector Machines with Random Transformatio...
Oct 1, 2010 3130 views
On the Quality of Inferring Interests From Social Neighbors
Oct 1, 2010 2974 views
DUST: A Generalized Notion of Similarity between Uncertain Time Series
Oct 1, 2010 3399 views
Session 05: Classification Models and Tools Research
Learning with Cost Intervals
Oct 1, 2010 3255 views
The New Iris Data: Modular Data Generators
Oct 1, 2010 3649 views
Session 06: Bioinformatics Research
Topic Dynamics: An Alternative Model of Bursts in Streams of Topics
Oct 1, 2010 3197 views
Extracting Temporal Signatures for Comprehending Systems Biology Models
Oct 1, 2010 3100 views
Discovering Significant Relaxed Order-Preserving Submatrices
Oct 1, 2010 3281 views
Negative Correlations in Collaboration:Concepts and Algorithms
Oct 1, 2010 2826 views
Session 07: Privacy-Sensitive Mining Research
Discovering Frequent Patterns in Sensitive Data
Oct 1, 2010 4946 views
Collusion-Resistant Privacy-Preserving Data Mining
Oct 1, 2010 3586 views
Data Mining with Differential Privacy
Oct 1, 2010 5247 views
k-Support Anonymity Based on Pseudo Taxonomy for Outsourcing of Frequent Itemset...
Oct 1, 2010 3619 views
Session 08: Graph Algorithms Research
Fast Nearest Neighbor Search in Disk-resident Graphs
Oct 1, 2010 5596 views
Dynamics of Conversations
Oct 1, 2010 3494 views
Balanced Allocation with Succinct Representation
Oct 1, 2010 3734 views
Neighbor Query Friendly Compression of Social Networks
Oct 1, 2010 3213 views
Parallel SimRank Computation on Large Graphs with Iterative Aggregation
Oct 1, 2010 4244 views
Session 09: Clustering Research
A Hierarchical Information Theoretic Technique for the Discovery of Non Linear A...
Oct 1, 2010 2871 views
Flexible Constrained Spectral Clustering
Oct 1, 2010 3609 views
Unifying Dependent Clustering and Disparate Clustering for Non-homogeneous Data
Oct 1, 2010 2888 views
Clustering by Synchronization
Oct 1, 2010 3784 views
Session 10: Graph Mining and Classification Research
Discovering Frequent Subgraphs over Uncertain Graph Databases under Probabilisti...
Oct 1, 2010 3942 views
Fast Euclidean Minimum Spanning Tree: Algorithm, Analysis, and Applications
Oct 1, 2010 9134 views
Boosting with Structure Information in the Functional Space: an Application to G...
Oct 1, 2010 2929 views
Mining Program Workflow from Interleaved Traces
Oct 1, 2010 2894 views
Connecting the Dots Between News Articles
Oct 1, 2010 7404 views
Session 11: Topic Modeling Research
Discriminative Topic Modeling based on Manifold Learning
Oct 1, 2010 5083 views
The Topic-Perspective Model for Social Tagging Systems
Oct 1, 2010 2921 views
Online Multiscale Dynamic Topic Models
Oct 1, 2010 3869 views
Topic Models with Power-Law Using Pitman-Yor Process
Oct 1, 2010 4699 views
Session 12: Algorithms for Recommendations
Temporal Recommendation on Graphs via Long- and Short-term Preference Fusion
Oct 1, 2010 4373 views
Generative Models for Ticket Resolution in Expert Networks
Oct 1, 2010 3034 views
Combining Predictions for Accurate Recommender Systems
Oct 1, 2010 5251 views
Fast Online Learning through Offline Initialization for Time-sensitive Recommend...
Oct 1, 2010 4099 views
Training and Testing of Recommender Systems on Data Missing Not at Random
Oct 1, 2010 5601 views
Session 13: Text Analysis
Semantic Relation Extraction With Kernels Over Typed Dependency Trees
Oct 1, 2010 3798 views
Latent Aspect Rating Analysis on Review Text Data: A Rating Regression Approach
Oct 1, 2010 4266 views
Learning to Combine Discriminative Classifiers
Oct 1, 2010 3677 views
Document Clustering via Dirichlet Process Mixture Model with Feature Selection
Oct 1, 2010 5715 views
Mining Positive and Negative Patterns for Relevance Feature Discovery
Oct 1, 2010 3738 views
Session 14: Social Classification and Clustering
Semi-supervised Feature Selection for Graph Classification
Oct 1, 2010 4581 views
On Community Outliers and their Efficient Detection in Information Networks
Oct 1, 2010 4528 views
Modeling Relational Events via Latent Classes
Oct 1, 2010 3107 views
Redefining Class Definitions using Constraint-Based Clustering: An Application t...
Oct 1, 2010 3408 views
Session 15: Classification Algorithms and Analyses
Large Linear Classification When Data Cannot Fit In Memory
Oct 1, 2010 4130 views
Designing Efficient Cascaded Classifiers: Tradeoff between Accuracy and Cost
Oct 1, 2010 3634 views
Ensemble Pruning via Individual Contribution Ordering
Oct 1, 2010 3251 views
Class-Specific Error Bounds for Ensemble Classifiers
Oct 1, 2010 2759 views
Direct Mining of Discriminative Patterns for Classifying Uncertain Data
Oct 1, 2010 3157 views
Session 16: Recommendations: User Models and Mobility
An Energy-Efficient Mobile Recommender System
Oct 1, 2010 3956 views
Towards Mobility-based Clustering
Oct 1, 2010 3520 views
Fast Query Execution for Retrieval Models Based on Path-Constrained Random Walks
Oct 1, 2010 3056 views
Mixture Models for Learning Low-dimensional Roles in High-dimensional Data
Oct 1, 2010 2836 views
Trust Network Inference for Online Rating Data Using Generative Models
Oct 1, 2010 2879 views
Session 17: Social Network
A Probabilistic Model for Personalized Tag Prediction
Oct 1, 2010 3875 views
Growing a Tree in the Forest: Constructing Folksonomies by Integrating Structure...
Oct 1, 2010 2762 views
BioSnowball: Automated Population of Wikis
Oct 1, 2010 3136 views
PET: A Statistical Model for Popular Events Tracking in Social Communities
Oct 1, 2010 7817 views
The community-search problem and how to plan a successful cocktail party
Oct 1, 2010 4002 views
Session 18: Ranking and Multi-Label Learning
Multi-Label Learning by Exploiting Label Dependency
Oct 1, 2010 3672 views
Mass Estimation and Its Applications
Oct 1, 2010 3129 views
Combined Regression and Ranking
Oct 1, 2010 5359 views
DivRank: the Interplay of Prestige and Diversity in Information Networks
Oct 1, 2010 3513 views
Session 19: Propagation in Social Networks
Scalable Influence Maximization for Prevalent Viral Marketing in Large-Scale Soc...
Oct 1, 2010 4621 views
Inferring Networks of Diffusion and Influence
Oct 1, 2010 4719 views
Community-based Greedy Algorithm for Mining Top-K Influential Nodes in Mobile So...
Oct 1, 2010 5695 views
Social Action Tracking via Noise Tolerant Time-varying Factor Graphs
Oct 1, 2010 4487 views
Finding Effectors in Social Networks
Oct 1, 2010 3968 views
Session 20: Evolving and Spatial Data
Mining Periodic Behaviors for Moving Objects
Oct 1, 2010 5980 views
Evolutionary Hierarchical Dirichlet Processes for Multiple Correlated Time-varyi...
Oct 1, 2010 3377 views
GLS-SOD: A Generalized Local Statistical Approach for Spatial Outlier Detection
Oct 1, 2010 3451 views
Online Discovery and Maintenance of Time Series Motifs
Oct 1, 2010 3533 views
Session 21: KDD Methodology
Universal Multi-Dimensional Scaling
Oct 1, 2010 3227 views
Compressed Fisher Linear Discriminant Analysis: Classification of Randomly Proje...
Oct 1, 2010 3802 views
Semi-Supervised Sparse Metric Learning Using Alternating Linearization Optimizat...
Oct 1, 2010 3932 views
Scalable Similarity Search with Optimized Kernel Hashing
Oct 1, 2010 3452 views
An Efficient Causal Discovery Algorithm for Linear Models
Oct 1, 2010 3476 views
Session 22: Transfer and Multi-Task Learning
Nonnegative Shared Subspace Learning and Its Application to Social Media Retriev...
Oct 1, 2010 3082 views
Unsupervised Transfer Classification: Application to Text Categorization
Oct 1, 2010 3857 views
Multi-Task Learning for Boosting with Application to Web Search Ranking
Oct 1, 2010 4598 views
Transfer Metric Learning by Learning Task Relationships
Oct 1, 2010 3760 views
Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks
Oct 1, 2010 3809 views