Research Sessions
100 Lectures · Jul 26, 2010
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Session 01: Link and Click Prediction
Mining Advisor-Advisee Relationships from Research Publication Networks
Oct 01, 2010
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4542 Views
Estimating Rates of Rare Events with Multiple Hierarchies through Scalable Log-l...
Oct 01, 2010
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5290 Views
User Browsing Models: Relevance versus Examination
Oct 01, 2010
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2990 Views
Suggesting Friends Using the Implicit Social Graph
Oct 01, 2010
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4039 Views
New Perspectives and Methods in Link Prediction
Oct 01, 2010
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4760 Views
Session 02: Frequent Item Sets Research
UP-Growth: An Efficient Algorithm for High Utility Itemset Mining
Oct 01, 2010
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7454 Views
Frequent Regular Itemset Mining
Oct 01, 2010
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3775 Views
Mining Uncertain Data with Probabilistic Guarantees
Oct 01, 2010
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3697 Views
Mining Top-K Frequent Items in a Data Stream with Flexible Sliding Windows
Oct 01, 2010
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5022 Views
Probably the Best Itemsets
Oct 01, 2010
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3307 Views
Session 03: Feature Selection Research
Grafting-Light: Fast, Incremental Feature Selection and Structure Learning of Ma...
Oct 01, 2010
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3865 Views
A Scalable Two-Stage Approach for a Class of Dimensionality Reduction Techniques
Oct 01, 2010
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3659 Views
An Efficient Algorithm for a Class of Fused Lasso Problems
Oct 01, 2010
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4097 Views
Unsupervised Feature Selection for Multi-Cluster Data
Oct 01, 2010
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6439 Views
Feature Selection for Support Vector Regression Using Probabilistic Prediction
Oct 01, 2010
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5465 Views
Session 04: Privacy-Sensitive Algorithms for Learning, Publishing, and Social Networks
Versatile Publishing For Privacy Preservation
Oct 01, 2010
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3147 Views
Privacy-Preserving Outsourcing Support Vector Machines with Random Transformatio...
Oct 01, 2010
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3116 Views
On the Quality of Inferring Interests From Social Neighbors
Oct 01, 2010
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2958 Views
DUST: A Generalized Notion of Similarity between Uncertain Time Series
Oct 01, 2010
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3379 Views
Cold Start Link Prediction
Oct 01, 2010
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3215 Views
Session 05: Classification Models and Tools Research
Learning with Cost Intervals
Oct 01, 2010
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3238 Views
The New Iris Data: Modular Data Generators
Oct 01, 2010
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3609 Views
Session 06: Bioinformatics Research
Discovering Significant Relaxed Order-Preserving Submatrices
Oct 01, 2010
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3268 Views
Topic Dynamics: An Alternative Model of Bursts in Streams of Topics
Oct 01, 2010
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3173 Views
Extracting Temporal Signatures for Comprehending Systems Biology Models
Oct 01, 2010
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3068 Views
Negative Correlations in Collaboration:Concepts and Algorithms
Oct 01, 2010
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2802 Views
Session 07: Privacy-Sensitive Mining Research
k-Support Anonymity Based on Pseudo Taxonomy for Outsourcing of Frequent Itemset...
Oct 01, 2010
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3597 Views
Collusion-Resistant Privacy-Preserving Data Mining
Oct 01, 2010
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3559 Views
Data Mining with Differential Privacy
Oct 01, 2010
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5223 Views
Discovering Frequent Patterns in Sensitive Data
Oct 01, 2010
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4914 Views
Session 08: Graph Algorithms Research
Fast Nearest Neighbor Search in Disk-resident Graphs
Oct 01, 2010
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5555 Views
Balanced Allocation with Succinct Representation
Oct 01, 2010
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3705 Views
Neighbor Query Friendly Compression of Social Networks
Oct 01, 2010
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3181 Views
Parallel SimRank Computation on Large Graphs with Iterative Aggregation
Oct 01, 2010
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4217 Views
Dynamics of Conversations
Oct 01, 2010
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3466 Views
Session 09: Clustering Research
Flexible Constrained Spectral Clustering
Oct 01, 2010
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3574 Views
A Hierarchical Information Theoretic Technique for the Discovery of Non Linear A...
Oct 01, 2010
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2846 Views
Clustering by Synchronization
Oct 01, 2010
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3746 Views
Unifying Dependent Clustering and Disparate Clustering for Non-homogeneous Data
Oct 01, 2010
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2869 Views
Session 10: Graph Mining and Classification Research
Fast Euclidean Minimum Spanning Tree: Algorithm, Analysis, and Applications
Oct 01, 2010
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9114 Views
Mining Program Workflow from Interleaved Traces
Oct 01, 2010
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2880 Views
Connecting the Dots Between News Articles
Oct 01, 2010
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7381 Views
Discovering Frequent Subgraphs over Uncertain Graph Databases under Probabilisti...
Oct 01, 2010
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3920 Views
Boosting with Structure Information in the Functional Space: an Application to G...
Oct 01, 2010
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2908 Views
Session 11: Topic Modeling Research
Discriminative Topic Modeling based on Manifold Learning
Oct 01, 2010
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5066 Views
Online Multiscale Dynamic Topic Models
Oct 01, 2010
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3852 Views
Topic Models with Power-Law Using Pitman-Yor Process
Oct 01, 2010
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4654 Views
The Topic-Perspective Model for Social Tagging Systems
Oct 01, 2010
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2906 Views
Session 12: Algorithms for Recommendations
Combining Predictions for Accurate Recommender Systems
Oct 01, 2010
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5236 Views
Fast Online Learning through Offline Initialization for Time-sensitive Recommend...
Oct 01, 2010
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4071 Views
Training and Testing of Recommender Systems on Data Missing Not at Random
Oct 01, 2010
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5565 Views
Temporal Recommendation on Graphs via Long- and Short-term Preference Fusion
Oct 01, 2010
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4332 Views
Generative Models for Ticket Resolution in Expert Networks
Oct 01, 2010
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3021 Views
Session 13: Text Analysis
Learning to Combine Discriminative Classifiers
Oct 01, 2010
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3661 Views
Mining Positive and Negative Patterns for Relevance Feature Discovery
Oct 01, 2010
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3722 Views
Document Clustering via Dirichlet Process Mixture Model with Feature Selection
Oct 01, 2010
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5702 Views
Semantic Relation Extraction With Kernels Over Typed Dependency Trees
Oct 01, 2010
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3763 Views
Latent Aspect Rating Analysis on Review Text Data: A Rating Regression Approach
Oct 01, 2010
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4242 Views
Session 14: Social Classification and Clustering
Semi-supervised Feature Selection for Graph Classification
Oct 01, 2010
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4558 Views
Modeling Relational Events via Latent Classes
Oct 01, 2010
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3080 Views
On Community Outliers and their Efficient Detection in Information Networks
Oct 01, 2010
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4503 Views
Redefining Class Definitions using Constraint-Based Clustering: An Application t...
Oct 01, 2010
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3391 Views
Session 15: Classification Algorithms and Analyses
Large Linear Classification When Data Cannot Fit In Memory
Oct 01, 2010
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4106 Views
Class-Specific Error Bounds for Ensemble Classifiers
Oct 01, 2010
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2750 Views
Designing Efficient Cascaded Classifiers: Tradeoff between Accuracy and Cost
Oct 01, 2010
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3616 Views
Direct Mining of Discriminative Patterns for Classifying Uncertain Data
Oct 01, 2010
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3143 Views
Ensemble Pruning via Individual Contribution Ordering
Oct 01, 2010
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3230 Views
Session 16: Recommendations: User Models and Mobility
Fast Query Execution for Retrieval Models Based on Path-Constrained Random Walks
Oct 01, 2010
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3038 Views
Trust Network Inference for Online Rating Data Using Generative Models
Oct 01, 2010
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2859 Views
An Energy-Efficient Mobile Recommender System
Oct 01, 2010
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3928 Views
Mixture Models for Learning Low-dimensional Roles in High-dimensional Data
Oct 01, 2010
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2821 Views
Towards Mobility-based Clustering
Oct 01, 2010
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3494 Views
Session 17: Social Network
PET: A Statistical Model for Popular Events Tracking in Social Communities
Oct 01, 2010
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7769 Views
The community-search problem and how to plan a successful cocktail party
Oct 01, 2010
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3947 Views
Growing a Tree in the Forest: Constructing Folksonomies by Integrating Structure...
Oct 01, 2010
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2731 Views
A Probabilistic Model for Personalized Tag Prediction
Oct 01, 2010
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3855 Views
BioSnowball: Automated Population of Wikis
Oct 01, 2010
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3128 Views
Session 18: Ranking and Multi-Label Learning
Combined Regression and Ranking
Oct 01, 2010
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5322 Views
Mass Estimation and Its Applications
Oct 01, 2010
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3097 Views
Multi-Label Learning by Exploiting Label Dependency
Oct 01, 2010
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3654 Views
DivRank: the Interplay of Prestige and Diversity in Information Networks
Oct 01, 2010
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3492 Views
Session 19: Propagation in Social Networks
Inferring Networks of Diffusion and Influence
Oct 01, 2010
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4669 Views
Scalable Influence Maximization for Prevalent Viral Marketing in Large-Scale Soc...
Oct 01, 2010
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4594 Views
Community-based Greedy Algorithm for Mining Top-K Influential Nodes in Mobile So...
Oct 01, 2010
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5675 Views
Finding Effectors in Social Networks
Oct 01, 2010
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3946 Views
Social Action Tracking via Noise Tolerant Time-varying Factor Graphs
Oct 01, 2010
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4471 Views
Session 20: Evolving and Spatial Data
GLS-SOD: A Generalized Local Statistical Approach for Spatial Outlier Detection
Oct 01, 2010
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3425 Views
Evolutionary Hierarchical Dirichlet Processes for Multiple Correlated Time-varyi...
Oct 01, 2010
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3368 Views
Online Discovery and Maintenance of Time Series Motifs
Oct 01, 2010
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3507 Views
Mining Periodic Behaviors for Moving Objects
Oct 01, 2010
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5962 Views
Session 21: KDD Methodology
An Efficient Causal Discovery Algorithm for Linear Models
Oct 01, 2010
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3467 Views
Compressed Fisher Linear Discriminant Analysis: Classification of Randomly Proje...
Oct 01, 2010
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3764 Views
Scalable Similarity Search with Optimized Kernel Hashing
Oct 01, 2010
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3421 Views
Universal Multi-Dimensional Scaling
Oct 01, 2010
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3212 Views
Semi-Supervised Sparse Metric Learning Using Alternating Linearization Optimizat...
Oct 01, 2010
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3914 Views
Session 22: Transfer and Multi-Task Learning
Unsupervised Transfer Classification: Application to Text Categorization
Oct 01, 2010
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3840 Views
Nonnegative Shared Subspace Learning and Its Application to Social Media Retriev...
Oct 01, 2010
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3056 Views
Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks
Oct 01, 2010
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3797 Views
Multi-Task Learning for Boosting with Application to Web Search Ranking
Oct 01, 2010
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4567 Views
Transfer Metric Learning by Learning Task Relationships
Oct 01, 2010
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3731 Views