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
·
3808 views
Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Class...
Oct 20, 2009
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3776 views
Considering Unseen States as Impossible in Factored Reinforcement Learning
Oct 20, 2009
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2780 views
Classification 2
Within-Network Classification Using Local Structure Similarity
Oct 20, 2009
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2619 views
Combining Instance-Based Learning and Logistic Regression for Multi-Label Classi...
Oct 20, 2009
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7760 views
Simulated Iterative Classification: A new Learning Procedure for Graph Labeling
Oct 20, 2009
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2808 views
Classification 3
Learning Preferences with Hidden Common Cause Relations
Oct 20, 2009
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2667 views
An l1 Regularization Framework for Optimal Rule Combination
Oct 20, 2009
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2792 views
Enhancing the Performance of Centroid Classifier by ECOC and Model-Refinement
Oct 20, 2009
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2761 views
Empirical Study of Relational Learning Algorithms in the Phase Transition Framew...
Oct 20, 2009
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280 views
Text Mining 1
Dependency Tree Kernels for Relation Extraction from Natural Language Text
Oct 20, 2009
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4281 views
Protein Identification from Tandem Mass Spectra with Probabilistic Language Mode...
Oct 20, 2009
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4012 views
The Sensitivity of Latent Dirichlet Allocation for Information Retrieval
Oct 20, 2009
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6718 views
PLSI: The True Fisher Kernel and Beyond
Oct 20, 2009
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4698 views
Text Mining 2
Learning to Disambiguate Search Queries from Short Sessions
Oct 20, 2009
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3430 views
Leveraging Higher Order Dependencies Between Features for Text Classification
Oct 20, 2009
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3042 views
One Graph is Worth a Thousand Logs: Uncovering Hidden Structures in Massive Syst...
Oct 20, 2009
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5227 views
Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using ...
Oct 20, 2009
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2954 views
Text Mining 3
Identifying the Original Contribution of a Document via Language Modeling
Oct 20, 2009
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2922 views
Topic Significance Ranking of LDA Generative Models
Oct 20, 2009
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5877 views
Kernel Methods
Kernels for Periodic Time Series Arising in Astronomy
Oct 20, 2009
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3557 views
Syntactic Structural Kernels for Natural Language Interfaces to Databases
Oct 20, 2009
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2781 views
A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis
Oct 20, 2009
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3843 views
Kernel-Based Copula Processes
Oct 20, 2009
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4592 views
Clustering 1
A Matrix Factorization Approach for Integrating Multiple Data Views
Oct 20, 2009
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3333 views
Parameter-Free Hierarchical Co-Clustering by n-Ary Splits
Oct 20, 2009
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3728 views
Clustering 2
Soft Margin Trees
Oct 20, 2009
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282 views
MACs: Multi-Attribute Co-Clusters with High Correlation Information
Oct 20, 2009
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2624 views
Learning
Relevance Grounding for Planning in Relational Domains
Oct 20, 2009
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3014 views
Applying Electromagnetic Field Theory Concepts to Clustering with Constraints
Oct 20, 2009
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6143 views
On Structured Output Training: Hard Cases and an Efficient Alternative
Oct 20, 2009
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2878 views
Max-Margin Weight Learning for Markov Logic Networks
Oct 20, 2009
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3012 views
Integrating Logical Reasoning and Probabilistic Chain Graphs
Oct 20, 2009
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3009 views
Data Streams & Graphs 1
Integrating Novel Class Detection with Classification for Concept-Drifting Data ...
Oct 20, 2009
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3253 views
Harnessing the Strengths of Anytime Algorithms for Constant Data Streams
Oct 20, 2009
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2515 views
Bi-Directional Joint Inference for Entity Resolution and Segmentation Using Impe...
Oct 20, 2009
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3361 views
Variational Graph Embedding for Globally and Locally Consistent Feature Extracti...
Oct 20, 2009
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2941 views
Adaptive XML Tree Classification on Evolving Data Streams
Oct 20, 2009
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2914 views
Graphs 2 & Inference 1
Cost-sensitive learning based on Bregman divergences
Oct 20, 2009
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2697 views
Binary Decomposition Methods for Multipartite Ranking
Oct 20, 2009
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3079 views
RTG: A Recursive Realistic Graph Generator using Random Typing
Oct 20, 2009
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6762 views
Mining Graph Evolution Rules
Oct 20, 2009
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3529 views
A Self-Training Approach to Cost Sensitive Uncertainty Sampling
Oct 20, 2009
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3025 views
Dynamic Factor Graphs for Time Series Modeling
Oct 20, 2009
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5189 views
Inference 2
Neural Networks for State Evaluation in General Game Playing
Oct 20, 2009
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4052 views
Inference and Validation of Networks
Oct 20, 2009
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2564 views
Learning Multi-Linear Representations of Probability Distributions for Efficient...
Oct 20, 2009
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2847 views
Statistical Relational Learning with Formal Ontologies
Oct 20, 2009
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2799 views
Semi-Supervised Learning 1
Active and Semi-Supervised Data Domain Description
Oct 20, 2009
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3510 views
Semi-Supervised Multi-Task Regression
Oct 20, 2009
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3124 views
Transductive Classification via Dual Regularization
Oct 20, 2009
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2877 views
Subspace Regularization: A New Semi-Supervised Learning Method
Oct 20, 2009
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3272 views
Semi-Supervised Learning 2
Active Learning for Reward Estimation in Inverse Reinforcement Learning
Oct 20, 2009
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4973 views
Graph-Based Discrete Differential Geometry for Critical Instance Filtering
Oct 20, 2009
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5505 views
Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-Supervised ...
Oct 20, 2009
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4289 views
New Regularized Algorithms for Transducitve Learning
Oct 20, 2009
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5802 views
Multi-Way Learning & SVM
Two-Way Analysis of High-Dimensional Collinear Data
Oct 20, 2009
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3902 views
Margin and Radius Based Multiple Kernel Learning
Oct 20, 2009
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2712 views
Kernel Polytope Faces Pursuit
Oct 20, 2009
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2860 views
Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs
Oct 20, 2009
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2868 views
Decomposition Algorithms for Training Large-scale Semiparametric Support Vector ...
Oct 20, 2009
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2545 views
Sparse Kernel SVMs via Cutting-Plane Training
Oct 20, 2009
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3268 views
Transfer Learning & Subgoup Discovery
Universal Learning over Related Distributions and Adaptive Graph Transduction
Oct 20, 2009
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2980 views
Evaluation Measures for Multi-Class Subgroup Discovery
Oct 20, 2009
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3187 views
Non-Redundant Subgroup Discovery Using a Closure System
Oct 20, 2009
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3513 views
Relaxed Transfer of Different Classes via Spectral Partition
Sep 4, 2019
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179 views
Reconstructing Data Perturbed by Random Projections when the Mixing Matrix is Kn...
Oct 20, 2009
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3405 views
On Subgroup Discovery in Numerical Domains
Oct 20, 2009
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3195 views
Pattern Mining 2
Identifying the Components
Oct 20, 2009
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3747 views
Taxonomy-Driven Lumping for Sequence Mining
Oct 20, 2009
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3804 views
A Condensed Representation of Itemsets for Analyzing their Evolution over Time
Oct 20, 2009
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2735 views
Debt Detection in Social Security by Sequence Classification Using Both Positive...
Oct 20, 2009
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2794 views
Feature Selection 1
Multi-Task Feature Selection Using the Multiple Inclusion Criterion (MIC)
Oct 20, 2009
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2843 views
Feature Selection by Transfer Learning with Linear Regularized Models
Oct 20, 2009
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3853 views
On Feature Selection, Bias-Variance, and Bagging
Oct 20, 2009
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4448 views
Stable and Accurate Feature Selection
Oct 20, 2009
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4590 views
Feature Selection 2
Feature Selection for Value Function Approximation Using Bayesian Model Selectio...
Oct 20, 2009
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3465 views
Feature Selection for Density Level-Sets
Oct 20, 2009
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2751 views
Capacity Control for Partially Ordered Feature Sets
Oct 20, 2009
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2652 views
The Feature Importance Ranking Measure
Oct 20, 2009
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3300 views
Reinforcement Learning 2
Optimal Online Learning Procedures for Model-Free Policy Evaluation
Oct 20, 2009
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2414 views
Boosting Active Learning to Optimality: a Tracable Monte-Carlo, Billiard-Based A...
Oct 20, 2009
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3245 views
Efficient Sample Reuse in EM-Based Policy Search
Sep 4, 2019
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8 views
Learning the Difference between Partially Observable Dynamical Systems
Oct 20, 2009
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2868 views