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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3773 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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2616 views
Combining Instance-Based Learning and Logistic Regression for Multi-Label Classi...
Oct 20, 2009
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7756 views
Simulated Iterative Classification: A new Learning Procedure for Graph Labeling
Oct 20, 2009
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2807 views
Classification 3
Learning Preferences with Hidden Common Cause Relations
Oct 20, 2009
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2666 views
An l1 Regularization Framework for Optimal Rule Combination
Oct 20, 2009
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2791 views
Enhancing the Performance of Centroid Classifier by ECOC and Model-Refinement
Oct 20, 2009
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2760 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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4280 views
Protein Identification from Tandem Mass Spectra with Probabilistic Language Mode...
Oct 20, 2009
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4011 views
The Sensitivity of Latent Dirichlet Allocation for Information Retrieval
Oct 20, 2009
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6717 views
PLSI: The True Fisher Kernel and Beyond
Oct 20, 2009
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4695 views
Text Mining 2
Learning to Disambiguate Search Queries from Short Sessions
Oct 20, 2009
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3427 views
Leveraging Higher Order Dependencies Between Features for Text Classification
Oct 20, 2009
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3040 views
One Graph is Worth a Thousand Logs: Uncovering Hidden Structures in Massive Syst...
Oct 20, 2009
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5223 views
Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using ...
Oct 20, 2009
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2953 views
Text Mining 3
Identifying the Original Contribution of a Document via Language Modeling
Oct 20, 2009
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2920 views
Topic Significance Ranking of LDA Generative Models
Oct 20, 2009
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5872 views
Kernel Methods
Kernels for Periodic Time Series Arising in Astronomy
Oct 20, 2009
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3556 views
Syntactic Structural Kernels for Natural Language Interfaces to Databases
Oct 20, 2009
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2780 views
A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis
Oct 20, 2009
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3842 views
Kernel-Based Copula Processes
Oct 20, 2009
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4591 views
Clustering 1
A Matrix Factorization Approach for Integrating Multiple Data Views
Oct 20, 2009
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3330 views
Parameter-Free Hierarchical Co-Clustering by n-Ary Splits
Oct 20, 2009
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3726 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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2623 views
Learning
Relevance Grounding for Planning in Relational Domains
Oct 20, 2009
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3011 views
Applying Electromagnetic Field Theory Concepts to Clustering with Constraints
Oct 20, 2009
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6142 views
On Structured Output Training: Hard Cases and an Efficient Alternative
Oct 20, 2009
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2877 views
Max-Margin Weight Learning for Markov Logic Networks
Oct 20, 2009
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3008 views
Integrating Logical Reasoning and Probabilistic Chain Graphs
Oct 20, 2009
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3006 views
Data Streams & Graphs 1
Integrating Novel Class Detection with Classification for Concept-Drifting Data ...
Oct 20, 2009
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3248 views
Harnessing the Strengths of Anytime Algorithms for Constant Data Streams
Oct 20, 2009
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2513 views
Bi-Directional Joint Inference for Entity Resolution and Segmentation Using Impe...
Oct 20, 2009
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3360 views
Variational Graph Embedding for Globally and Locally Consistent Feature Extracti...
Oct 20, 2009
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2939 views
Adaptive XML Tree Classification on Evolving Data Streams
Oct 20, 2009
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2911 views
Graphs 2 & Inference 1
Cost-sensitive learning based on Bregman divergences
Oct 20, 2009
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2686 views
Binary Decomposition Methods for Multipartite Ranking
Oct 20, 2009
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3074 views
RTG: A Recursive Realistic Graph Generator using Random Typing
Oct 20, 2009
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6757 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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3023 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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2563 views
Learning Multi-Linear Representations of Probability Distributions for Efficient...
Oct 20, 2009
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2846 views
Statistical Relational Learning with Formal Ontologies
Oct 20, 2009
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2796 views
Semi-Supervised Learning 1
Active and Semi-Supervised Data Domain Description
Oct 20, 2009
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3508 views
Semi-Supervised Multi-Task Regression
Oct 20, 2009
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3123 views
Transductive Classification via Dual Regularization
Oct 20, 2009
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2875 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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4972 views
Graph-Based Discrete Differential Geometry for Critical Instance Filtering
Oct 20, 2009
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5504 views
Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-Supervised ...
Oct 20, 2009
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4288 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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3899 views
Margin and Radius Based Multiple Kernel Learning
Oct 20, 2009
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2709 views
Kernel Polytope Faces Pursuit
Oct 20, 2009
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2859 views
Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs
Oct 20, 2009
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2867 views
Decomposition Algorithms for Training Large-scale Semiparametric Support Vector ...
Oct 20, 2009
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2543 views
Sparse Kernel SVMs via Cutting-Plane Training
Oct 20, 2009
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3266 views
Transfer Learning & Subgoup Discovery
Universal Learning over Related Distributions and Adaptive Graph Transduction
Oct 20, 2009
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2978 views
Evaluation Measures for Multi-Class Subgroup Discovery
Oct 20, 2009
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3185 views
Non-Redundant Subgroup Discovery Using a Closure System
Oct 20, 2009
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3512 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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3401 views
On Subgroup Discovery in Numerical Domains
Oct 20, 2009
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3192 views
Pattern Mining 2
Identifying the Components
Oct 20, 2009
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3745 views
Taxonomy-Driven Lumping for Sequence Mining
Oct 20, 2009
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3803 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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2793 views
Feature Selection 1
Multi-Task Feature Selection Using the Multiple Inclusion Criterion (MIC)
Oct 20, 2009
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2841 views
Feature Selection by Transfer Learning with Linear Regularized Models
Oct 20, 2009
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3849 views
On Feature Selection, Bias-Variance, and Bagging
Oct 20, 2009
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4447 views
Stable and Accurate Feature Selection
Oct 20, 2009
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4586 views
Feature Selection 2
Feature Selection for Value Function Approximation Using Bayesian Model Selectio...
Oct 20, 2009
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3464 views
Feature Selection for Density Level-Sets
Oct 20, 2009
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2748 views
Capacity Control for Partially Ordered Feature Sets
Oct 20, 2009
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2650 views
The Feature Importance Ranking Measure
Oct 20, 2009
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3297 views
Reinforcement Learning 2
Optimal Online Learning Procedures for Model-Free Policy Evaluation
Oct 20, 2009
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2413 views
Boosting Active Learning to Optimality: a Tracable Monte-Carlo, Billiard-Based A...
Oct 20, 2009
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3242 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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2867 views