Research Sessions
100 Videos · Jul 26, 2010
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Videos
Session 01: Link and Click Prediction
User Browsing Models: Relevance versus Examination
Oct 1, 2010 3007 views
New Perspectives and Methods in Link Prediction
Oct 1, 2010 4768 views
Estimating Rates of Rare Events with Multiple Hierarchies through Scalable Log-l...
Oct 1, 2010 5318 views
Mining Advisor-Advisee Relationships from Research Publication Networks
Oct 1, 2010 4571 views
Suggesting Friends Using the Implicit Social Graph
Oct 1, 2010 4044 views
Session 02: Frequent Item Sets Research
Probably the Best Itemsets
Oct 1, 2010 3318 views
Frequent Regular Itemset Mining
Oct 1, 2010 3790 views
Mining Uncertain Data with Probabilistic Guarantees
Oct 1, 2010 3699 views
Mining Top-K Frequent Items in a Data Stream with Flexible Sliding Windows
Oct 1, 2010 5050 views
UP-Growth: An Efficient Algorithm for High Utility Itemset Mining
Oct 1, 2010 7474 views
Session 03: Feature Selection Research
Grafting-Light: Fast, Incremental Feature Selection and Structure Learning of Ma...
Oct 1, 2010 3890 views
Feature Selection for Support Vector Regression Using Probabilistic Prediction
Oct 1, 2010 5485 views
Unsupervised Feature Selection for Multi-Cluster Data
Oct 1, 2010 6468 views
A Scalable Two-Stage Approach for a Class of Dimensionality Reduction Techniques
Oct 1, 2010 3672 views
An Efficient Algorithm for a Class of Fused Lasso Problems
Oct 1, 2010 4111 views
Session 04: Privacy-Sensitive Algorithms for Learning, Publishing, and Social Networks
Cold Start Link Prediction
Oct 1, 2010 3238 views
Versatile Publishing For Privacy Preservation
Oct 1, 2010 3167 views
Privacy-Preserving Outsourcing Support Vector Machines with Random Transformatio...
Oct 1, 2010 3127 views
On the Quality of Inferring Interests From Social Neighbors
Oct 1, 2010 2972 views
DUST: A Generalized Notion of Similarity between Uncertain Time Series
Oct 1, 2010 3398 views
Session 05: Classification Models and Tools Research
Learning with Cost Intervals
Oct 1, 2010 3250 views
The New Iris Data: Modular Data Generators
Oct 1, 2010 3643 views
Session 06: Bioinformatics Research
Topic Dynamics: An Alternative Model of Bursts in Streams of Topics
Oct 1, 2010 3189 views
Extracting Temporal Signatures for Comprehending Systems Biology Models
Oct 1, 2010 3088 views
Discovering Significant Relaxed Order-Preserving Submatrices
Oct 1, 2010 3279 views
Negative Correlations in Collaboration:Concepts and Algorithms
Oct 1, 2010 2813 views
Session 07: Privacy-Sensitive Mining Research
Discovering Frequent Patterns in Sensitive Data
Oct 1, 2010 4941 views
Collusion-Resistant Privacy-Preserving Data Mining
Oct 1, 2010 3579 views
Data Mining with Differential Privacy
Oct 1, 2010 5243 views
k-Support Anonymity Based on Pseudo Taxonomy for Outsourcing of Frequent Itemset...
Oct 1, 2010 3608 views
Session 08: Graph Algorithms Research
Fast Nearest Neighbor Search in Disk-resident Graphs
Oct 1, 2010 5593 views
Dynamics of Conversations
Oct 1, 2010 3491 views
Balanced Allocation with Succinct Representation
Oct 1, 2010 3721 views
Neighbor Query Friendly Compression of Social Networks
Oct 1, 2010 3197 views
Parallel SimRank Computation on Large Graphs with Iterative Aggregation
Oct 1, 2010 4240 views
Session 09: Clustering Research
A Hierarchical Information Theoretic Technique for the Discovery of Non Linear A...
Oct 1, 2010 2866 views
Flexible Constrained Spectral Clustering
Oct 1, 2010 3598 views
Unifying Dependent Clustering and Disparate Clustering for Non-homogeneous Data
Oct 1, 2010 2883 views
Clustering by Synchronization
Oct 1, 2010 3779 views
Session 10: Graph Mining and Classification Research
Discovering Frequent Subgraphs over Uncertain Graph Databases under Probabilisti...
Oct 1, 2010 3934 views
Fast Euclidean Minimum Spanning Tree: Algorithm, Analysis, and Applications
Oct 1, 2010 9131 views
Boosting with Structure Information in the Functional Space: an Application to G...
Oct 1, 2010 2924 views
Mining Program Workflow from Interleaved Traces
Oct 1, 2010 2891 views
Connecting the Dots Between News Articles
Oct 1, 2010 7390 views
Session 11: Topic Modeling Research
Discriminative Topic Modeling based on Manifold Learning
Oct 1, 2010 5080 views
The Topic-Perspective Model for Social Tagging Systems
Oct 1, 2010 2917 views
Online Multiscale Dynamic Topic Models
Oct 1, 2010 3865 views
Topic Models with Power-Law Using Pitman-Yor Process
Oct 1, 2010 4695 views
Session 12: Algorithms for Recommendations
Temporal Recommendation on Graphs via Long- and Short-term Preference Fusion
Oct 1, 2010 4350 views
Generative Models for Ticket Resolution in Expert Networks
Oct 1, 2010 3031 views
Combining Predictions for Accurate Recommender Systems
Oct 1, 2010 5247 views
Fast Online Learning through Offline Initialization for Time-sensitive Recommend...
Oct 1, 2010 4084 views
Training and Testing of Recommender Systems on Data Missing Not at Random
Oct 1, 2010 5597 views
Session 13: Text Analysis
Semantic Relation Extraction With Kernels Over Typed Dependency Trees
Oct 1, 2010 3784 views
Latent Aspect Rating Analysis on Review Text Data: A Rating Regression Approach
Oct 1, 2010 4260 views
Learning to Combine Discriminative Classifiers
Oct 1, 2010 3673 views
Document Clustering via Dirichlet Process Mixture Model with Feature Selection
Oct 1, 2010 5711 views
Mining Positive and Negative Patterns for Relevance Feature Discovery
Oct 1, 2010 3733 views
Session 14: Social Classification and Clustering
Semi-supervised Feature Selection for Graph Classification
Oct 1, 2010 4575 views
On Community Outliers and their Efficient Detection in Information Networks
Oct 1, 2010 4524 views
Modeling Relational Events via Latent Classes
Oct 1, 2010 3099 views
Redefining Class Definitions using Constraint-Based Clustering: An Application t...
Oct 1, 2010 3405 views
Session 15: Classification Algorithms and Analyses
Large Linear Classification When Data Cannot Fit In Memory
Oct 1, 2010 4116 views
Designing Efficient Cascaded Classifiers: Tradeoff between Accuracy and Cost
Oct 1, 2010 3628 views
Ensemble Pruning via Individual Contribution Ordering
Oct 1, 2010 3246 views
Class-Specific Error Bounds for Ensemble Classifiers
Oct 1, 2010 2756 views
Direct Mining of Discriminative Patterns for Classifying Uncertain Data
Oct 1, 2010 3154 views
Session 16: Recommendations: User Models and Mobility
An Energy-Efficient Mobile Recommender System
Oct 1, 2010 3954 views
Towards Mobility-based Clustering
Oct 1, 2010 3517 views
Fast Query Execution for Retrieval Models Based on Path-Constrained Random Walks
Oct 1, 2010 3046 views
Mixture Models for Learning Low-dimensional Roles in High-dimensional Data
Oct 1, 2010 2833 views
Trust Network Inference for Online Rating Data Using Generative Models
Oct 1, 2010 2867 views
Session 17: Social Network
A Probabilistic Model for Personalized Tag Prediction
Oct 1, 2010 3872 views
Growing a Tree in the Forest: Constructing Folksonomies by Integrating Structure...
Oct 1, 2010 2753 views
BioSnowball: Automated Population of Wikis
Oct 1, 2010 3133 views
PET: A Statistical Model for Popular Events Tracking in Social Communities
Oct 1, 2010 7805 views
The community-search problem and how to plan a successful cocktail party
Oct 1, 2010 3999 views
Session 18: Ranking and Multi-Label Learning
Multi-Label Learning by Exploiting Label Dependency
Oct 1, 2010 3664 views
Mass Estimation and Its Applications
Oct 1, 2010 3116 views
Combined Regression and Ranking
Oct 1, 2010 5349 views
DivRank: the Interplay of Prestige and Diversity in Information Networks
Oct 1, 2010 3507 views
Session 19: Propagation in Social Networks
Scalable Influence Maximization for Prevalent Viral Marketing in Large-Scale Soc...
Oct 1, 2010 4614 views
Inferring Networks of Diffusion and Influence
Oct 1, 2010 4704 views
Community-based Greedy Algorithm for Mining Top-K Influential Nodes in Mobile So...
Oct 1, 2010 5692 views
Social Action Tracking via Noise Tolerant Time-varying Factor Graphs
Oct 1, 2010 4484 views
Finding Effectors in Social Networks
Oct 1, 2010 3964 views
Session 20: Evolving and Spatial Data
Mining Periodic Behaviors for Moving Objects
Oct 1, 2010 5976 views
Evolutionary Hierarchical Dirichlet Processes for Multiple Correlated Time-varyi...
Oct 1, 2010 3373 views
GLS-SOD: A Generalized Local Statistical Approach for Spatial Outlier Detection
Oct 1, 2010 3447 views
Online Discovery and Maintenance of Time Series Motifs
Oct 1, 2010 3520 views
Session 21: KDD Methodology
Universal Multi-Dimensional Scaling
Oct 1, 2010 3222 views
Compressed Fisher Linear Discriminant Analysis: Classification of Randomly Proje...
Oct 1, 2010 3792 views
Semi-Supervised Sparse Metric Learning Using Alternating Linearization Optimizat...
Oct 1, 2010 3929 views
Scalable Similarity Search with Optimized Kernel Hashing
Oct 1, 2010 3448 views
An Efficient Causal Discovery Algorithm for Linear Models
Oct 1, 2010 3473 views
Session 22: Transfer and Multi-Task Learning
Nonnegative Shared Subspace Learning and Its Application to Social Media Retriev...
Oct 1, 2010 3072 views
Unsupervised Transfer Classification: Application to Text Categorization
Oct 1, 2010 3854 views
Multi-Task Learning for Boosting with Application to Web Search Ranking
Oct 1, 2010 4587 views
Transfer Metric Learning by Learning Task Relationships
Oct 1, 2010 3757 views
Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks
Oct 1, 2010 3807 views