Sessions
84 Videos · Sep 7, 2009
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Videos
Classification 1
A Convex Method for Locating Regions of Interest with Multi-Instance Learning
Oct 20, 2009 3817 views
Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Class...
Oct 20, 2009 3785 views
Considering Unseen States as Impossible in Factored Reinforcement Learning
Oct 20, 2009 2790 views
Classification 2
Within-Network Classification Using Local Structure Similarity
Oct 20, 2009 2633 views
Combining Instance-Based Learning and Logistic Regression for Multi-Label Classi...
Oct 20, 2009 7789 views
Simulated Iterative Classification: A new Learning Procedure for Graph Labeling
Oct 20, 2009 2823 views
Classification 3
Learning Preferences with Hidden Common Cause Relations
Oct 20, 2009 2674 views
An l1 Regularization Framework for Optimal Rule Combination
Oct 20, 2009 2801 views
Enhancing the Performance of Centroid Classifier by ECOC and Model-Refinement
Oct 20, 2009 2766 views
Empirical Study of Relational Learning Algorithms in the Phase Transition Framew...
Oct 20, 2009 280 views
Text Mining 1
Dependency Tree Kernels for Relation Extraction from Natural Language Text
Oct 20, 2009 4288 views
Protein Identification from Tandem Mass Spectra with Probabilistic Language Mode...
Oct 20, 2009 4020 views
The Sensitivity of Latent Dirichlet Allocation for Information Retrieval
Oct 20, 2009 6734 views
PLSI: The True Fisher Kernel and Beyond
Oct 20, 2009 4710 views
Text Mining 2
Learning to Disambiguate Search Queries from Short Sessions
Oct 20, 2009 3440 views
Leveraging Higher Order Dependencies Between Features for Text Classification
Oct 20, 2009 3049 views
One Graph is Worth a Thousand Logs: Uncovering Hidden Structures in Massive Syst...
Oct 20, 2009 5249 views
Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using ...
Oct 20, 2009 2967 views
Text Mining 3
Identifying the Original Contribution of a Document via Language Modeling
Oct 20, 2009 2929 views
Topic Significance Ranking of LDA Generative Models
Oct 20, 2009 5895 views
Kernel Methods
Kernels for Periodic Time Series Arising in Astronomy
Oct 20, 2009 3572 views
Syntactic Structural Kernels for Natural Language Interfaces to Databases
Oct 20, 2009 2795 views
A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis
Oct 20, 2009 3849 views
Kernel-Based Copula Processes
Oct 20, 2009 4596 views
Clustering 1
A Matrix Factorization Approach for Integrating Multiple Data Views
Oct 20, 2009 3343 views
Parameter-Free Hierarchical Co-Clustering by n-Ary Splits
Oct 20, 2009 3748 views
Clustering 2
Soft Margin Trees
Oct 20, 2009 282 views
MACs: Multi-Attribute Co-Clusters with High Correlation Information
Oct 20, 2009 2636 views
Learning
Relevance Grounding for Planning in Relational Domains
Oct 20, 2009 3025 views
Applying Electromagnetic Field Theory Concepts to Clustering with Constraints
Oct 20, 2009 6151 views
On Structured Output Training: Hard Cases and an Efficient Alternative
Oct 20, 2009 2893 views
Max-Margin Weight Learning for Markov Logic Networks
Oct 20, 2009 3031 views
Integrating Logical Reasoning and Probabilistic Chain Graphs
Oct 20, 2009 3017 views
Data Streams & Graphs 1
Integrating Novel Class Detection with Classification for Concept-Drifting Data ...
Oct 20, 2009 3269 views
Harnessing the Strengths of Anytime Algorithms for Constant Data Streams
Oct 20, 2009 2520 views
Bi-Directional Joint Inference for Entity Resolution and Segmentation Using Impe...
Oct 20, 2009 3372 views
Variational Graph Embedding for Globally and Locally Consistent Feature Extracti...
Oct 20, 2009 2946 views
Adaptive XML Tree Classification on Evolving Data Streams
Oct 20, 2009 2925 views
Graphs 2 & Inference 1
Cost-sensitive learning based on Bregman divergences
Oct 20, 2009 2756 views
Binary Decomposition Methods for Multipartite Ranking
Oct 20, 2009 3094 views
RTG: A Recursive Realistic Graph Generator using Random Typing
Oct 20, 2009 6795 views
Mining Graph Evolution Rules
Oct 20, 2009 3540 views
A Self-Training Approach to Cost Sensitive Uncertainty Sampling
Oct 20, 2009 3035 views
Dynamic Factor Graphs for Time Series Modeling
Oct 20, 2009 5202 views
Inference 2
Neural Networks for State Evaluation in General Game Playing
Oct 20, 2009 4074 views
Inference and Validation of Networks
Oct 20, 2009 2570 views
Learning Multi-Linear Representations of Probability Distributions for Efficient...
Oct 20, 2009 2857 views
Statistical Relational Learning with Formal Ontologies
Oct 20, 2009 2823 views
Semi-Supervised Learning 1
Active and Semi-Supervised Data Domain Description
Oct 20, 2009 3521 views
Semi-Supervised Multi-Task Regression
Oct 20, 2009 3132 views
Transductive Classification via Dual Regularization
Oct 20, 2009 2891 views
Subspace Regularization: A New Semi-Supervised Learning Method
Oct 20, 2009 3284 views
Semi-Supervised Learning 2
Active Learning for Reward Estimation in Inverse Reinforcement Learning
Oct 20, 2009 4986 views
Graph-Based Discrete Differential Geometry for Critical Instance Filtering
Oct 20, 2009 5516 views
Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-Supervised ...
Oct 20, 2009 4304 views
New Regularized Algorithms for Transducitve Learning
Oct 20, 2009 5802 views
Multi-Way Learning & SVM
Two-Way Analysis of High-Dimensional Collinear Data
Oct 20, 2009 3923 views
Margin and Radius Based Multiple Kernel Learning
Oct 20, 2009 2723 views
Kernel Polytope Faces Pursuit
Oct 20, 2009 2864 views
Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs
Oct 20, 2009 2875 views
Decomposition Algorithms for Training Large-scale Semiparametric Support Vector ...
Oct 20, 2009 2552 views
Sparse Kernel SVMs via Cutting-Plane Training
Oct 20, 2009 3274 views
Transfer Learning & Subgoup Discovery
Universal Learning over Related Distributions and Adaptive Graph Transduction
Oct 20, 2009 2988 views
Evaluation Measures for Multi-Class Subgroup Discovery
Oct 20, 2009 3201 views
Non-Redundant Subgroup Discovery Using a Closure System
Oct 20, 2009 3527 views
Relaxed Transfer of Different Classes via Spectral Partition
Sep 4, 2019 179 views
Reconstructing Data Perturbed by Random Projections when the Mixing Matrix is Kn...
Oct 20, 2009 3415 views
On Subgroup Discovery in Numerical Domains
Oct 20, 2009 3206 views
Pattern Mining 2
Identifying the Components
Oct 20, 2009 3763 views
Taxonomy-Driven Lumping for Sequence Mining
Oct 20, 2009 3814 views
A Condensed Representation of Itemsets for Analyzing their Evolution over Time
Oct 20, 2009 2740 views
Debt Detection in Social Security by Sequence Classification Using Both Positive...
Oct 20, 2009 2806 views
Feature Selection 1
Multi-Task Feature Selection Using the Multiple Inclusion Criterion (MIC)
Oct 20, 2009 2852 views
Feature Selection by Transfer Learning with Linear Regularized Models
Oct 20, 2009 3866 views
On Feature Selection, Bias-Variance, and Bagging
Oct 20, 2009 4459 views
Stable and Accurate Feature Selection
Oct 20, 2009 4600 views
Feature Selection 2
Feature Selection for Value Function Approximation Using Bayesian Model Selectio...
Oct 20, 2009 3473 views
Feature Selection for Density Level-Sets
Oct 20, 2009 2763 views
Capacity Control for Partially Ordered Feature Sets
Oct 20, 2009 2663 views
The Feature Importance Ranking Measure
Oct 20, 2009 3310 views
Reinforcement Learning 2
Optimal Online Learning Procedures for Model-Free Policy Evaluation
Oct 20, 2009 2420 views
Boosting Active Learning to Optimality: a Tracable Monte-Carlo, Billiard-Based A...
Oct 20, 2009 3253 views
Efficient Sample Reuse in EM-Based Policy Search
Sep 4, 2019 8 views
Learning the Difference between Partially Observable Dynamical Systems
Oct 20, 2009 2877 views