Research Sessions
100 Lectures · Jul 26, 2010
About
Description is not available
Related categories
Uploaded videos:
Session 01: Link and Click Prediction
Mining Advisor-Advisee Relationships from Research Publication Networks
Oct 01, 2010
·
4536 Views
Estimating Rates of Rare Events with Multiple Hierarchies through Scalable Log-l...
Oct 01, 2010
·
5284 Views
User Browsing Models: Relevance versus Examination
Oct 01, 2010
·
2987 Views
Suggesting Friends Using the Implicit Social Graph
Oct 01, 2010
·
4033 Views
New Perspectives and Methods in Link Prediction
Oct 01, 2010
·
4757 Views
Session 02: Frequent Item Sets Research
UP-Growth: An Efficient Algorithm for High Utility Itemset Mining
Oct 01, 2010
·
7446 Views
Frequent Regular Itemset Mining
Oct 01, 2010
·
3770 Views
Mining Uncertain Data with Probabilistic Guarantees
Oct 01, 2010
·
3689 Views
Mining Top-K Frequent Items in a Data Stream with Flexible Sliding Windows
Oct 01, 2010
·
5017 Views
Probably the Best Itemsets
Oct 01, 2010
·
3303 Views
Session 03: Feature Selection Research
Grafting-Light: Fast, Incremental Feature Selection and Structure Learning of Ma...
Oct 01, 2010
·
3860 Views
A Scalable Two-Stage Approach for a Class of Dimensionality Reduction Techniques
Oct 01, 2010
·
3654 Views
An Efficient Algorithm for a Class of Fused Lasso Problems
Oct 01, 2010
·
4092 Views
Unsupervised Feature Selection for Multi-Cluster Data
Oct 01, 2010
·
6430 Views
Feature Selection for Support Vector Regression Using Probabilistic Prediction
Oct 01, 2010
·
5458 Views
Session 04: Privacy-Sensitive Algorithms for Learning, Publishing, and Social Networks
Versatile Publishing For Privacy Preservation
Oct 01, 2010
·
3137 Views
Privacy-Preserving Outsourcing Support Vector Machines with Random Transformatio...
Oct 01, 2010
·
3109 Views
On the Quality of Inferring Interests From Social Neighbors
Oct 01, 2010
·
2951 Views
DUST: A Generalized Notion of Similarity between Uncertain Time Series
Oct 01, 2010
·
3373 Views
Cold Start Link Prediction
Oct 01, 2010
·
3207 Views
Session 05: Classification Models and Tools Research
Learning with Cost Intervals
Oct 01, 2010
·
3230 Views
The New Iris Data: Modular Data Generators
Oct 01, 2010
·
3604 Views
Session 06: Bioinformatics Research
Discovering Significant Relaxed Order-Preserving Submatrices
Oct 01, 2010
·
3262 Views
Topic Dynamics: An Alternative Model of Bursts in Streams of Topics
Oct 01, 2010
·
3170 Views
Extracting Temporal Signatures for Comprehending Systems Biology Models
Oct 01, 2010
·
3060 Views
Negative Correlations in Collaboration:Concepts and Algorithms
Oct 01, 2010
·
2797 Views
Session 07: Privacy-Sensitive Mining Research
k-Support Anonymity Based on Pseudo Taxonomy for Outsourcing of Frequent Itemset...
Oct 01, 2010
·
3592 Views
Collusion-Resistant Privacy-Preserving Data Mining
Oct 01, 2010
·
3555 Views
Data Mining with Differential Privacy
Oct 01, 2010
·
5217 Views
Discovering Frequent Patterns in Sensitive Data
Oct 01, 2010
·
4912 Views
Session 08: Graph Algorithms Research
Fast Nearest Neighbor Search in Disk-resident Graphs
Oct 01, 2010
·
5550 Views
Balanced Allocation with Succinct Representation
Oct 01, 2010
·
3702 Views
Neighbor Query Friendly Compression of Social Networks
Oct 01, 2010
·
3177 Views
Parallel SimRank Computation on Large Graphs with Iterative Aggregation
Oct 01, 2010
·
4214 Views
Dynamics of Conversations
Oct 01, 2010
·
3462 Views
Session 09: Clustering Research
Flexible Constrained Spectral Clustering
Oct 01, 2010
·
3567 Views
A Hierarchical Information Theoretic Technique for the Discovery of Non Linear A...
Oct 01, 2010
·
2841 Views
Clustering by Synchronization
Oct 01, 2010
·
3741 Views
Unifying Dependent Clustering and Disparate Clustering for Non-homogeneous Data
Oct 01, 2010
·
2865 Views
Session 10: Graph Mining and Classification Research
Fast Euclidean Minimum Spanning Tree: Algorithm, Analysis, and Applications
Oct 01, 2010
·
9106 Views
Mining Program Workflow from Interleaved Traces
Oct 01, 2010
·
2875 Views
Connecting the Dots Between News Articles
Oct 01, 2010
·
7377 Views
Discovering Frequent Subgraphs over Uncertain Graph Databases under Probabilisti...
Oct 01, 2010
·
3912 Views
Boosting with Structure Information in the Functional Space: an Application to G...
Oct 01, 2010
·
2903 Views
Session 11: Topic Modeling Research
Discriminative Topic Modeling based on Manifold Learning
Oct 01, 2010
·
5061 Views
Online Multiscale Dynamic Topic Models
Oct 01, 2010
·
3847 Views
Topic Models with Power-Law Using Pitman-Yor Process
Oct 01, 2010
·
4644 Views
The Topic-Perspective Model for Social Tagging Systems
Oct 01, 2010
·
2900 Views
Session 12: Algorithms for Recommendations
Combining Predictions for Accurate Recommender Systems
Oct 01, 2010
·
5230 Views
Fast Online Learning through Offline Initialization for Time-sensitive Recommend...
Oct 01, 2010
·
4065 Views
Training and Testing of Recommender Systems on Data Missing Not at Random
Oct 01, 2010
·
5556 Views
Temporal Recommendation on Graphs via Long- and Short-term Preference Fusion
Oct 01, 2010
·
4326 Views
Generative Models for Ticket Resolution in Expert Networks
Oct 01, 2010
·
3018 Views
Session 13: Text Analysis
Learning to Combine Discriminative Classifiers
Oct 01, 2010
·
3654 Views
Mining Positive and Negative Patterns for Relevance Feature Discovery
Oct 01, 2010
·
3716 Views
Document Clustering via Dirichlet Process Mixture Model with Feature Selection
Oct 01, 2010
·
5698 Views
Semantic Relation Extraction With Kernels Over Typed Dependency Trees
Oct 01, 2010
·
3758 Views
Latent Aspect Rating Analysis on Review Text Data: A Rating Regression Approach
Oct 01, 2010
·
4235 Views
Session 14: Social Classification and Clustering
Semi-supervised Feature Selection for Graph Classification
Oct 01, 2010
·
4551 Views
Modeling Relational Events via Latent Classes
Oct 01, 2010
·
3073 Views
On Community Outliers and their Efficient Detection in Information Networks
Oct 01, 2010
·
4496 Views
Redefining Class Definitions using Constraint-Based Clustering: An Application t...
Oct 01, 2010
·
3388 Views
Session 15: Classification Algorithms and Analyses
Large Linear Classification When Data Cannot Fit In Memory
Oct 01, 2010
·
4102 Views
Class-Specific Error Bounds for Ensemble Classifiers
Oct 01, 2010
·
2746 Views
Designing Efficient Cascaded Classifiers: Tradeoff between Accuracy and Cost
Oct 01, 2010
·
3611 Views
Direct Mining of Discriminative Patterns for Classifying Uncertain Data
Oct 01, 2010
·
3137 Views
Ensemble Pruning via Individual Contribution Ordering
Oct 01, 2010
·
3223 Views
Session 16: Recommendations: User Models and Mobility
Fast Query Execution for Retrieval Models Based on Path-Constrained Random Walks
Oct 01, 2010
·
3032 Views
Trust Network Inference for Online Rating Data Using Generative Models
Oct 01, 2010
·
2852 Views
An Energy-Efficient Mobile Recommender System
Oct 01, 2010
·
3922 Views
Mixture Models for Learning Low-dimensional Roles in High-dimensional Data
Oct 01, 2010
·
2814 Views
Towards Mobility-based Clustering
Oct 01, 2010
·
3488 Views
Session 17: Social Network
PET: A Statistical Model for Popular Events Tracking in Social Communities
Oct 01, 2010
·
7761 Views
The community-search problem and how to plan a successful cocktail party
Oct 01, 2010
·
3940 Views
Growing a Tree in the Forest: Constructing Folksonomies by Integrating Structure...
Oct 01, 2010
·
2727 Views
A Probabilistic Model for Personalized Tag Prediction
Oct 01, 2010
·
3848 Views
BioSnowball: Automated Population of Wikis
Oct 01, 2010
·
3123 Views
Session 18: Ranking and Multi-Label Learning
Combined Regression and Ranking
Oct 01, 2010
·
5318 Views
Mass Estimation and Its Applications
Oct 01, 2010
·
3091 Views
Multi-Label Learning by Exploiting Label Dependency
Oct 01, 2010
·
3646 Views
DivRank: the Interplay of Prestige and Diversity in Information Networks
Oct 01, 2010
·
3487 Views
Session 19: Propagation in Social Networks
Inferring Networks of Diffusion and Influence
Oct 01, 2010
·
4662 Views
Scalable Influence Maximization for Prevalent Viral Marketing in Large-Scale Soc...
Oct 01, 2010
·
4588 Views
Community-based Greedy Algorithm for Mining Top-K Influential Nodes in Mobile So...
Oct 01, 2010
·
5670 Views
Finding Effectors in Social Networks
Oct 01, 2010
·
3941 Views
Social Action Tracking via Noise Tolerant Time-varying Factor Graphs
Oct 01, 2010
·
4463 Views
Session 20: Evolving and Spatial Data
GLS-SOD: A Generalized Local Statistical Approach for Spatial Outlier Detection
Oct 01, 2010
·
3419 Views
Evolutionary Hierarchical Dirichlet Processes for Multiple Correlated Time-varyi...
Oct 01, 2010
·
3363 Views
Online Discovery and Maintenance of Time Series Motifs
Oct 01, 2010
·
3497 Views
Mining Periodic Behaviors for Moving Objects
Oct 01, 2010
·
5956 Views
Session 21: KDD Methodology
An Efficient Causal Discovery Algorithm for Linear Models
Oct 01, 2010
·
3462 Views
Compressed Fisher Linear Discriminant Analysis: Classification of Randomly Proje...
Oct 01, 2010
·
3759 Views
Scalable Similarity Search with Optimized Kernel Hashing
Oct 01, 2010
·
3416 Views
Universal Multi-Dimensional Scaling
Oct 01, 2010
·
3206 Views
Semi-Supervised Sparse Metric Learning Using Alternating Linearization Optimizat...
Oct 01, 2010
·
3908 Views
Session 22: Transfer and Multi-Task Learning
Unsupervised Transfer Classification: Application to Text Categorization
Oct 01, 2010
·
3835 Views
Nonnegative Shared Subspace Learning and Its Application to Social Media Retriev...
Oct 01, 2010
·
3052 Views
Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks
Oct 01, 2010
·
3792 Views
Multi-Task Learning for Boosting with Application to Web Search Ranking
Oct 01, 2010
·
4558 Views
Transfer Metric Learning by Learning Task Relationships
Oct 01, 2010
·
3727 Views