Sessions
80 Lectures · Sep 7, 2009
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Uploaded videos:
Classification 1
Considering Unseen States as Impossible in Factored Reinforcement Learning
Oct 20, 2009
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2771 Views
A Convex Method for Locating Regions of Interest with Multi-Instance Learning
Oct 20, 2009
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3799 Views
Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Class...
Oct 20, 2009
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3764 Views
Classification 2
Simulated Iterative Classification: A new Learning Procedure for Graph Labeling
Oct 20, 2009
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2800 Views
Combining Instance-Based Learning and Logistic Regression for Multi-Label Classi...
Oct 20, 2009
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7739 Views
Within-Network Classification Using Local Structure Similarity
Oct 20, 2009
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2608 Views
Classification 3
Learning Preferences with Hidden Common Cause Relations
Oct 20, 2009
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2659 Views
An l1 Regularization Framework for Optimal Rule Combination
Oct 20, 2009
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2779 Views
Enhancing the Performance of Centroid Classifier by ECOC and Model-Refinement
Oct 20, 2009
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2754 Views
Text Mining 1
PLSI: The True Fisher Kernel and Beyond
Oct 20, 2009
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4679 Views
Dependency Tree Kernels for Relation Extraction from Natural Language Text
Oct 20, 2009
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4272 Views
The Sensitivity of Latent Dirichlet Allocation for Information Retrieval
Oct 20, 2009
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6710 Views
Protein Identification from Tandem Mass Spectra with Probabilistic Language Mode...
Oct 20, 2009
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3999 Views
Text Mining 2
One Graph is Worth a Thousand Logs: Uncovering Hidden Structures in Massive Syst...
Oct 20, 2009
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5215 Views
Leveraging Higher Order Dependencies Between Features for Text Classification
Oct 20, 2009
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3031 Views
Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using ...
Oct 20, 2009
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2943 Views
Learning to Disambiguate Search Queries from Short Sessions
Oct 20, 2009
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3416 Views
Text Mining 3
Topic Significance Ranking of LDA Generative Models
Oct 20, 2009
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5855 Views
Identifying the Original Contribution of a Document via Language Modeling
Oct 20, 2009
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2913 Views
Kernel Methods
A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis
Oct 20, 2009
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3830 Views
Syntactic Structural Kernels for Natural Language Interfaces to Databases
Oct 20, 2009
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2770 Views
Kernels for Periodic Time Series Arising in Astronomy
Oct 20, 2009
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3547 Views
Kernel-Based Copula Processes
Oct 20, 2009
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4582 Views
Clustering 1
Parameter-Free Hierarchical Co-Clustering by n-Ary Splits
Oct 20, 2009
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3720 Views
A Matrix Factorization Approach for Integrating Multiple Data Views
Oct 20, 2009
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3318 Views
Clustering 2
MACs: Multi-Attribute Co-Clusters with High Correlation Information
Oct 20, 2009
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2616 Views
Learning
Integrating Logical Reasoning and Probabilistic Chain Graphs
Oct 20, 2009
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3000 Views
Relevance Grounding for Planning in Relational Domains
Oct 20, 2009
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2998 Views
On Structured Output Training: Hard Cases and an Efficient Alternative
Oct 20, 2009
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2870 Views
Applying Electromagnetic Field Theory Concepts to Clustering with Constraints
Oct 20, 2009
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6129 Views
Max-Margin Weight Learning for Markov Logic Networks
Oct 20, 2009
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3001 Views
Data Streams & Graphs 1
Adaptive XML Tree Classification on Evolving Data Streams
Oct 20, 2009
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2904 Views
Integrating Novel Class Detection with Classification for Concept-Drifting Data ...
Oct 20, 2009
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3238 Views
Harnessing the Strengths of Anytime Algorithms for Constant Data Streams
Oct 20, 2009
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2505 Views
Bi-Directional Joint Inference for Entity Resolution and Segmentation Using Impe...
Oct 20, 2009
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3350 Views
Variational Graph Embedding for Globally and Locally Consistent Feature Extracti...
Oct 20, 2009
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2931 Views
Graphs 2 & Inference 1
Dynamic Factor Graphs for Time Series Modeling
Oct 20, 2009
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5179 Views
RTG: A Recursive Realistic Graph Generator using Random Typing
Oct 20, 2009
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6741 Views
Mining Graph Evolution Rules
Oct 20, 2009
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3522 Views
Binary Decomposition Methods for Multipartite Ranking
Oct 20, 2009
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3067 Views
Cost-sensitive learning based on Bregman divergences
Oct 20, 2009
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2584 Views
A Self-Training Approach to Cost Sensitive Uncertainty Sampling
Oct 20, 2009
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3014 Views
Inference 2
Statistical Relational Learning with Formal Ontologies
Oct 20, 2009
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2786 Views
Inference and Validation of Networks
Oct 20, 2009
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2554 Views
Neural Networks for State Evaluation in General Game Playing
Oct 20, 2009
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4042 Views
Learning Multi-Linear Representations of Probability Distributions for Efficient...
Oct 20, 2009
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2838 Views
Semi-Supervised Learning 1
Subspace Regularization: A New Semi-Supervised Learning Method
Oct 20, 2009
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3263 Views
Active and Semi-Supervised Data Domain Description
Oct 20, 2009
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3499 Views
Semi-Supervised Multi-Task Regression
Oct 20, 2009
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3114 Views
Transductive Classification via Dual Regularization
Oct 20, 2009
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2870 Views
Semi-Supervised Learning 2
New Regularized Algorithms for Transducitve Learning
Oct 20, 2009
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5802 Views
Graph-Based Discrete Differential Geometry for Critical Instance Filtering
Oct 20, 2009
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5497 Views
Active Learning for Reward Estimation in Inverse Reinforcement Learning
Oct 20, 2009
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4959 Views
Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-Supervised ...
Oct 20, 2009
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4278 Views
Multi-Way Learning & SVM
Two-Way Analysis of High-Dimensional Collinear Data
Oct 20, 2009
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3889 Views
Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs
Oct 20, 2009
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2861 Views
Margin and Radius Based Multiple Kernel Learning
Oct 20, 2009
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2702 Views
Sparse Kernel SVMs via Cutting-Plane Training
Oct 20, 2009
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3255 Views
Kernel Polytope Faces Pursuit
Oct 20, 2009
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2853 Views
Decomposition Algorithms for Training Large-scale Semiparametric Support Vector ...
Oct 20, 2009
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2537 Views
Transfer Learning & Subgoup Discovery
Universal Learning over Related Distributions and Adaptive Graph Transduction
Oct 20, 2009
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2971 Views
Reconstructing Data Perturbed by Random Projections when the Mixing Matrix is Kn...
Oct 20, 2009
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3396 Views
On Subgroup Discovery in Numerical Domains
Oct 20, 2009
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3184 Views
Evaluation Measures for Multi-Class Subgroup Discovery
Oct 20, 2009
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3175 Views
Non-Redundant Subgroup Discovery Using a Closure System
Oct 20, 2009
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3485 Views
Pattern Mining 2
Debt Detection in Social Security by Sequence Classification Using Both Positive...
Oct 20, 2009
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2784 Views
A Condensed Representation of Itemsets for Analyzing their Evolution over Time
Oct 20, 2009
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2725 Views
Taxonomy-Driven Lumping for Sequence Mining
Oct 20, 2009
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3789 Views
Identifying the Components
Oct 20, 2009
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3727 Views
Feature Selection 1
On Feature Selection, Bias-Variance, and Bagging
Oct 20, 2009
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4441 Views
Multi-Task Feature Selection Using the Multiple Inclusion Criterion (MIC)
Oct 20, 2009
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2832 Views
Stable and Accurate Feature Selection
Oct 20, 2009
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4573 Views
Feature Selection by Transfer Learning with Linear Regularized Models
Oct 20, 2009
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3841 Views
Feature Selection 2
Feature Selection for Value Function Approximation Using Bayesian Model Selectio...
Oct 20, 2009
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3455 Views
Capacity Control for Partially Ordered Feature Sets
Oct 20, 2009
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2641 Views
Feature Selection for Density Level-Sets
Oct 20, 2009
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2741 Views
The Feature Importance Ranking Measure
Oct 20, 2009
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3290 Views
Reinforcement Learning 2
Learning the Difference between Partially Observable Dynamical Systems
Oct 20, 2009
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2858 Views
Optimal Online Learning Procedures for Model-Free Policy Evaluation
Oct 20, 2009
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2404 Views
Boosting Active Learning to Optimality: a Tracable Monte-Carlo, Billiard-Based A...
Oct 20, 2009
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3230 Views