Research Sessions
100 Videos ยท Jul 26, 2010
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Videos
Session 01: Link and Click Prediction
User Browsing Models: Relevance versus Examination
Oct 1, 2010
ยท
2991 views
New Perspectives and Methods in Link Prediction
Oct 1, 2010
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4760 views
Estimating Rates of Rare Events with Multiple Hierarchies through Scalable Log-l...
Oct 1, 2010
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5293 views
Mining Advisor-Advisee Relationships from Research Publication Networks
Oct 1, 2010
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4542 views
Suggesting Friends Using the Implicit Social Graph
Oct 1, 2010
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4039 views
Session 02: Frequent Item Sets Research
Probably the Best Itemsets
Oct 1, 2010
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3308 views
Frequent Regular Itemset Mining
Oct 1, 2010
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3775 views
Mining Uncertain Data with Probabilistic Guarantees
Oct 1, 2010
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3697 views
Mining Top-K Frequent Items in a Data Stream with Flexible Sliding Windows
Oct 1, 2010
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5022 views
UP-Growth: An Efficient Algorithm for High Utility Itemset Mining
Oct 1, 2010
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7456 views
Session 03: Feature Selection Research
Grafting-Light: Fast, Incremental Feature Selection and Structure Learning of Ma...
Oct 1, 2010
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3867 views
Feature Selection for Support Vector Regression Using Probabilistic Prediction
Oct 1, 2010
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5466 views
Unsupervised Feature Selection for Multi-Cluster Data
Oct 1, 2010
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6440 views
A Scalable Two-Stage Approach for a Class of Dimensionality Reduction Techniques
Oct 1, 2010
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3659 views
An Efficient Algorithm for a Class of Fused Lasso Problems
Oct 1, 2010
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4097 views
Session 04: Privacy-Sensitive Algorithms for Learning, Publishing, and Social Networks
Cold Start Link Prediction
Oct 1, 2010
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3215 views
Versatile Publishing For Privacy Preservation
Oct 1, 2010
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3149 views
Privacy-Preserving Outsourcing Support Vector Machines with Random Transformatio...
Oct 1, 2010
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3116 views
On the Quality of Inferring Interests From Social Neighbors
Oct 1, 2010
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2958 views
DUST: A Generalized Notion of Similarity between Uncertain Time Series
Oct 1, 2010
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3380 views
Session 05: Classification Models and Tools Research
Learning with Cost Intervals
Oct 1, 2010
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3238 views
The New Iris Data: Modular Data Generators
Oct 1, 2010
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3611 views
Session 06: Bioinformatics Research
Topic Dynamics: An Alternative Model of Bursts in Streams of Topics
Oct 1, 2010
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3175 views
Extracting Temporal Signatures for Comprehending Systems Biology Models
Oct 1, 2010
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3069 views
Discovering Significant Relaxed Order-Preserving Submatrices
Oct 1, 2010
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3268 views
Negative Correlations in Collaboration:Concepts and Algorithms
Oct 1, 2010
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2802 views
Session 07: Privacy-Sensitive Mining Research
Discovering Frequent Patterns in Sensitive Data
Oct 1, 2010
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4917 views
Collusion-Resistant Privacy-Preserving Data Mining
Oct 1, 2010
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3560 views
Data Mining with Differential Privacy
Oct 1, 2010
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5224 views
k-Support Anonymity Based on Pseudo Taxonomy for Outsourcing of Frequent Itemset...
Oct 1, 2010
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3597 views
Session 08: Graph Algorithms Research
Fast Nearest Neighbor Search in Disk-resident Graphs
Oct 1, 2010
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5557 views
Dynamics of Conversations
Oct 1, 2010
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3467 views
Balanced Allocation with Succinct Representation
Oct 1, 2010
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3705 views
Neighbor Query Friendly Compression of Social Networks
Oct 1, 2010
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3181 views
Parallel SimRank Computation on Large Graphs with Iterative Aggregation
Oct 1, 2010
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4217 views
Session 09: Clustering Research
A Hierarchical Information Theoretic Technique for the Discovery of Non Linear A...
Oct 1, 2010
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2846 views
Flexible Constrained Spectral Clustering
Oct 1, 2010
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3575 views
Unifying Dependent Clustering and Disparate Clustering for Non-homogeneous Data
Oct 1, 2010
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2871 views
Clustering by Synchronization
Oct 1, 2010
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3748 views
Session 10: Graph Mining and Classification Research
Discovering Frequent Subgraphs over Uncertain Graph Databases under Probabilisti...
Oct 1, 2010
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3920 views
Fast Euclidean Minimum Spanning Tree: Algorithm, Analysis, and Applications
Oct 1, 2010
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9116 views
Boosting with Structure Information in the Functional Space: an Application to G...
Oct 1, 2010
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2908 views
Mining Program Workflow from Interleaved Traces
Oct 1, 2010
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2882 views
Connecting the Dots Between News Articles
Oct 1, 2010
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7381 views
Session 11: Topic Modeling Research
Discriminative Topic Modeling based on Manifold Learning
Oct 1, 2010
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5066 views
The Topic-Perspective Model for Social Tagging Systems
Oct 1, 2010
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2907 views
Online Multiscale Dynamic Topic Models
Oct 1, 2010
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3855 views
Topic Models with Power-Law Using Pitman-Yor Process
Oct 1, 2010
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4655 views
Session 12: Algorithms for Recommendations
Temporal Recommendation on Graphs via Long- and Short-term Preference Fusion
Oct 1, 2010
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4332 views
Generative Models for Ticket Resolution in Expert Networks
Oct 1, 2010
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3023 views
Combining Predictions for Accurate Recommender Systems
Oct 1, 2010
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5236 views
Fast Online Learning through Offline Initialization for Time-sensitive Recommend...
Oct 1, 2010
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4072 views
Training and Testing of Recommender Systems on Data Missing Not at Random
Oct 1, 2010
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5567 views
Session 13: Text Analysis
Semantic Relation Extraction With Kernels Over Typed Dependency Trees
Oct 1, 2010
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3764 views
Latent Aspect Rating Analysis on Review Text Data: A Rating Regression Approach
Oct 1, 2010
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4242 views
Learning to Combine Discriminative Classifiers
Oct 1, 2010
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3665 views
Document Clustering via Dirichlet Process Mixture Model with Feature Selection
Oct 1, 2010
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5703 views
Mining Positive and Negative Patterns for Relevance Feature Discovery
Oct 1, 2010
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3723 views
Session 14: Social Classification and Clustering
Semi-supervised Feature Selection for Graph Classification
Oct 1, 2010
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4561 views
On Community Outliers and their Efficient Detection in Information Networks
Oct 1, 2010
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4504 views
Modeling Relational Events via Latent Classes
Oct 1, 2010
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3081 views
Redefining Class Definitions using Constraint-Based Clustering: An Application t...
Oct 1, 2010
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3392 views
Session 15: Classification Algorithms and Analyses
Large Linear Classification When Data Cannot Fit In Memory
Oct 1, 2010
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4106 views
Designing Efficient Cascaded Classifiers: Tradeoff between Accuracy and Cost
Oct 1, 2010
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3616 views
Ensemble Pruning via Individual Contribution Ordering
Oct 1, 2010
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3230 views
Class-Specific Error Bounds for Ensemble Classifiers
Oct 1, 2010
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2751 views
Direct Mining of Discriminative Patterns for Classifying Uncertain Data
Oct 1, 2010
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3143 views
Session 16: Recommendations: User Models and Mobility
An Energy-Efficient Mobile Recommender System
Oct 1, 2010
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3931 views
Towards Mobility-based Clustering
Oct 1, 2010
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3494 views
Fast Query Execution for Retrieval Models Based on Path-Constrained Random Walks
Oct 1, 2010
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3038 views
Mixture Models for Learning Low-dimensional Roles in High-dimensional Data
Oct 1, 2010
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2821 views
Trust Network Inference for Online Rating Data Using Generative Models
Oct 1, 2010
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2859 views
Session 17: Social Network
A Probabilistic Model for Personalized Tag Prediction
Oct 1, 2010
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3857 views
Growing a Tree in the Forest: Constructing Folksonomies by Integrating Structure...
Oct 1, 2010
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2732 views
BioSnowball: Automated Population of Wikis
Oct 1, 2010
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3128 views
PET: A Statistical Model for Popular Events Tracking in Social Communities
Oct 1, 2010
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7770 views
The community-search problem and how to plan a successful cocktail party
Oct 1, 2010
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3947 views
Session 18: Ranking and Multi-Label Learning
Multi-Label Learning by Exploiting Label Dependency
Oct 1, 2010
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3654 views
Mass Estimation and Its Applications
Oct 1, 2010
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3097 views
Combined Regression and Ranking
Oct 1, 2010
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5323 views
DivRank: the Interplay of Prestige and Diversity in Information Networks
Oct 1, 2010
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3492 views
Session 19: Propagation in Social Networks
Scalable Influence Maximization for Prevalent Viral Marketing in Large-Scale Soc...
Oct 1, 2010
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4595 views
Inferring Networks of Diffusion and Influence
Oct 1, 2010
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4670 views
Community-based Greedy Algorithm for Mining Top-K Influential Nodes in Mobile So...
Oct 1, 2010
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5675 views
Social Action Tracking via Noise Tolerant Time-varying Factor Graphs
Oct 1, 2010
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4471 views
Finding Effectors in Social Networks
Oct 1, 2010
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3947 views
Session 20: Evolving and Spatial Data
Mining Periodic Behaviors for Moving Objects
Oct 1, 2010
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5963 views
Evolutionary Hierarchical Dirichlet Processes for Multiple Correlated Time-varyi...
Oct 1, 2010
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3368 views
GLS-SOD: A Generalized Local Statistical Approach for Spatial Outlier Detection
Oct 1, 2010
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3425 views
Online Discovery and Maintenance of Time Series Motifs
Oct 1, 2010
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3508 views
Session 21: KDD Methodology
Universal Multi-Dimensional Scaling
Oct 1, 2010
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3212 views
Compressed Fisher Linear Discriminant Analysis: Classification of Randomly Proje...
Oct 1, 2010
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3764 views
Semi-Supervised Sparse Metric Learning Using Alternating Linearization Optimizat...
Oct 1, 2010
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3914 views
Scalable Similarity Search with Optimized Kernel Hashing
Oct 1, 2010
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3421 views
An Efficient Causal Discovery Algorithm for Linear Models
Oct 1, 2010
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3467 views
Session 22: Transfer and Multi-Task Learning
Nonnegative Shared Subspace Learning and Its Application to Social Media Retriev...
Oct 1, 2010
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3056 views
Unsupervised Transfer Classification: Application to Text Categorization
Oct 1, 2010
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3840 views
Multi-Task Learning for Boosting with Application to Web Search Ranking
Oct 1, 2010
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4568 views
Transfer Metric Learning by Learning Task Relationships
Oct 1, 2010
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3732 views
Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks
Oct 1, 2010
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3797 views