Sessions

Sessions

80 Lectures · Sep 7, 2009

Uploaded videos:

Classification 1

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22:40

Considering Unseen States as Impossible in Factored Reinforcement Learning

Olga Kozlova

Oct 20, 2009

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2775 Views

Lecture
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26:44

A Convex Method for Locating Regions of Interest with Multi-Instance Learning

Yu-Feng Li

Oct 20, 2009

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3801 Views

Lecture
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23:16

Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Class...

Sang-Hyeun Park

Oct 20, 2009

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3767 Views

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Classification 2

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19:45

Simulated Iterative Classification: A new Learning Procedure for Graph Labeling

Stephane Peters

Oct 20, 2009

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2802 Views

Lecture
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21:19

Combining Instance-Based Learning and Logistic Regression for Multi-Label Classi...

Weiwei Cheng

Oct 20, 2009

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7744 Views

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19:16

Within-Network Classification Using Local Structure Similarity

Christian Desrosiers

Oct 20, 2009

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2608 Views

Lecture

Classification 3

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26:39

Learning Preferences with Hidden Common Cause Relations

Kristian Kersting

Oct 20, 2009

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2662 Views

Lecture
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23:54

An l1 Regularization Framework for Optimal Rule Combination

Yanjun Han

Oct 20, 2009

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2781 Views

Lecture
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13:31

Enhancing the Performance of Centroid Classifier by ECOC and Model-Refinement

Songbo Tan

Oct 20, 2009

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2756 Views

Lecture

Text Mining 1

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22:23

PLSI: The True Fisher Kernel and Beyond

Emmanuel Eckard

Oct 20, 2009

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4689 Views

Lecture
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27:05

Dependency Tree Kernels for Relation Extraction from Natural Language Text

Frank Reichartz

Oct 20, 2009

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4274 Views

Lecture
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24:28

The Sensitivity of Latent Dirichlet Allocation for Information Retrieval

Laurence A. F. Park

Oct 20, 2009

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6712 Views

Lecture
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26:13

Protein Identification from Tandem Mass Spectra with Probabilistic Language Mode...

Yiming Yang

Oct 20, 2009

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4001 Views

Lecture

Text Mining 2

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25:36

One Graph is Worth a Thousand Logs: Uncovering Hidden Structures in Massive Syst...

Gilad Barash

Oct 20, 2009

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5218 Views

Lecture
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20:58

Leveraging Higher Order Dependencies Between Features for Text Classification

William M. Pottenger

Oct 20, 2009

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3033 Views

Lecture
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22:22

Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using ...

Daisuke Ikeda

Oct 20, 2009

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2945 Views

Lecture
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21:28

Learning to Disambiguate Search Queries from Short Sessions

Lilyana Mihalkova

Oct 20, 2009

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3419 Views

Lecture

Text Mining 3

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37:05

Topic Significance Ranking of LDA Generative Models

Loulwah AlSumait

Oct 20, 2009

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5858 Views

Lecture
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22:22

Identifying the Original Contribution of a Document via Language Modeling

Benyah Shaparenko

Oct 20, 2009

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2916 Views

Lecture

Kernel Methods

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15:59

A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis

Zhihua Zhang

Oct 20, 2009

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3834 Views

Lecture
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25:09

Syntactic Structural Kernels for Natural Language Interfaces to Databases

Alessandro Moschitti

Oct 20, 2009

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2770 Views

Lecture
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23:28

Kernels for Periodic Time Series Arising in Astronomy

Gabriel Wachman

Oct 20, 2009

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3549 Views

Lecture
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23:57

Kernel-Based Copula Processes

Eddie K. H. Ng

Oct 20, 2009

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4586 Views

Lecture

Clustering 1

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17:45

Parameter-Free Hierarchical Co-Clustering by n-Ary Splits

Dino Ienco

Oct 20, 2009

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3722 Views

Lecture
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22:39

A Matrix Factorization Approach for Integrating Multiple Data Views

Derek Greene

Oct 20, 2009

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3320 Views

Lecture

Clustering 2

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36:16

MACs: Multi-Attribute Co-Clusters with High Correlation Information

Kelvin Sim

Oct 20, 2009

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2617 Views

Lecture

Learning

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22:23

Integrating Logical Reasoning and Probabilistic Chain Graphs

Arjen Hommersom

Oct 20, 2009

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3002 Views

Lecture
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25:53

Relevance Grounding for Planning in Relational Domains

Tobias Lang

Oct 20, 2009

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3002 Views

Lecture
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21:34

On Structured Output Training: Hard Cases and an Efficient Alternative

Thomas Gartner

Oct 20, 2009

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2872 Views

Lecture
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22:51

Applying Electromagnetic Field Theory Concepts to Clustering with Constraints

Michalis Vazirgiannis

Oct 20, 2009

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6133 Views

Lecture
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30:10

Max-Margin Weight Learning for Markov Logic Networks

Tuyen Ngoc Huynh

Oct 20, 2009

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3003 Views

Lecture

Data Streams & Graphs 1

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25:30

Adaptive XML Tree Classification on Evolving Data Streams

Ricard Gavalda

Oct 20, 2009

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2906 Views

Lecture
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22:50

Integrating Novel Class Detection with Classification for Concept-Drifting Data ...

Latifur Khan

Oct 20, 2009

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3239 Views

Lecture
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19:12

Harnessing the Strengths of Anytime Algorithms for Constant Data Streams

Philipp Kranen

Oct 20, 2009

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2507 Views

Lecture
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23:07

Bi-Directional Joint Inference for Entity Resolution and Segmentation Using Impe...

Sameer Singh

Oct 20, 2009

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3355 Views

Lecture
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23:09

Variational Graph Embedding for Globally and Locally Consistent Feature Extracti...

Shuang-Hong Yang

Oct 20, 2009

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2935 Views

Lecture

Graphs 2 & Inference 1

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22:22

Dynamic Factor Graphs for Time Series Modeling

Piotr Mirowski

Oct 20, 2009

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5182 Views

Lecture
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19:52

RTG: A Recursive Realistic Graph Generator using Random Typing

Leman Akoglu

Oct 20, 2009

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6744 Views

Lecture
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24:48

Mining Graph Evolution Rules

Francesco Bonchi

Oct 20, 2009

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3523 Views

Lecture
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28:45

Binary Decomposition Methods for Multipartite Ranking

Johannes Fuernkranz

Oct 20, 2009

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3068 Views

Lecture
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16:32

Cost-sensitive learning based on Bregman divergences

Raúl Santos-Rodríguez

Oct 20, 2009

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2624 Views

Lecture
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19:19

A Self-Training Approach to Cost Sensitive Uncertainty Sampling

Joydeep Ghosh

Oct 20, 2009

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3016 Views

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Inference 2

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22:53

Statistical Relational Learning with Formal Ontologies

Achim Rettinger

Oct 20, 2009

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2790 Views

Lecture
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14:31

Inference and Validation of Networks

Ilias Flaounas

Oct 20, 2009

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2556 Views

Lecture
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21:08

Neural Networks for State Evaluation in General Game Playing

Daniel Michulke

Oct 20, 2009

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4044 Views

Lecture
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26:32

Learning Multi-Linear Representations of Probability Distributions for Efficient...

Rajhans Samdani

Oct 20, 2009

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2840 Views

Lecture

Semi-Supervised Learning 1

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21:54

Subspace Regularization: A New Semi-Supervised Learning Method

Yan-Ming Zhang

Oct 20, 2009

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3266 Views

Lecture
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20:23

Active and Semi-Supervised Data Domain Description

Ulf Brefeld

Oct 20, 2009

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3503 Views

Lecture
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19:18

Semi-Supervised Multi-Task Regression

Yu Zhang

Oct 20, 2009

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3116 Views

Lecture
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14:41

Transductive Classification via Dual Regularization

Yu-Feng Li

Oct 20, 2009

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2872 Views

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Semi-Supervised Learning 2

27:44

New Regularized Algorithms for Transducitve Learning

Partha Pratim Talukdar

Oct 20, 2009

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5802 Views

Lecture
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22:28

Graph-Based Discrete Differential Geometry for Critical Instance Filtering

Elena Marchiori

Oct 20, 2009

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5499 Views

Lecture
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21:23

Active Learning for Reward Estimation in Inverse Reinforcement Learning

Francisco S. Melo

Oct 20, 2009

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4960 Views

Lecture
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14:23

Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-Supervised ...

Yu Zhang

Oct 20, 2009

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4281 Views

Lecture

Multi-Way Learning & SVM

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17:53

Two-Way Analysis of High-Dimensional Collinear Data

Ilkka Huopaniemi

Oct 20, 2009

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3892 Views

Lecture
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20:00

Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMs

Huyen Thi Thanh Do

Oct 20, 2009

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2861 Views

Lecture
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22:10

Margin and Radius Based Multiple Kernel Learning

Huyen Thi Thanh Do

Oct 20, 2009

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2702 Views

Lecture
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27:23

Sparse Kernel SVMs via Cutting-Plane Training

Chun-Nam Yu

Oct 20, 2009

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3258 Views

Lecture
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17:59

Kernel Polytope Faces Pursuit

Tom Diethe

Oct 20, 2009

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2856 Views

Lecture
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17:51

Decomposition Algorithms for Training Large-scale Semiparametric Support Vector ...

Sangkyun Lee

Oct 20, 2009

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2539 Views

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Transfer Learning & Subgoup Discovery

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22:57

Universal Learning over Related Distributions and Adaptive Graph Transduction

Wei Fan

Oct 20, 2009

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2973 Views

Lecture
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26:18

Reconstructing Data Perturbed by Random Projections when the Mixing Matrix is Kn...

Yingpeng Sang

Oct 20, 2009

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3397 Views

Lecture
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23:30

On Subgroup Discovery in Numerical Domains

Henrik Grosskreutz

Oct 20, 2009

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3186 Views

Lecture
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23:14

Evaluation Measures for Multi-Class Subgroup Discovery

Tarek Abudawood

Oct 20, 2009

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3177 Views

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19:55

Non-Redundant Subgroup Discovery Using a Closure System

Mario Boley

Oct 20, 2009

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3493 Views

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Pattern Mining 2

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17:17

Debt Detection in Social Security by Sequence Classification Using Both Positive...

Yanchang Zhao

Oct 20, 2009

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2785 Views

Lecture
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20:08

A Condensed Representation of Itemsets for Analyzing their Evolution over Time

Mirko Boettcher

Oct 20, 2009

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2727 Views

Lecture
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24:12

Taxonomy-Driven Lumping for Sequence Mining

Aris Gionis

Oct 20, 2009

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3792 Views

Lecture
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22:30

Identifying the Components

Matthijs van Leeuwen

Oct 20, 2009

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3731 Views

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Feature Selection 1

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23:28

On Feature Selection, Bias-Variance, and Bagging

M. Arthur Munson

Oct 20, 2009

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4443 Views

Lecture
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21:51

Multi-Task Feature Selection Using the Multiple Inclusion Criterion (MIC)

Partha Pratim Talukdar

Oct 20, 2009

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2835 Views

Lecture
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27:46

Stable and Accurate Feature Selection

Zehra Cataltepe

Oct 20, 2009

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4578 Views

Lecture
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19:53

Feature Selection by Transfer Learning with Linear Regularized Models

Thibault Helleputte

Oct 20, 2009

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3844 Views

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Feature Selection 2

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25:20

Feature Selection for Value Function Approximation Using Bayesian Model Selectio...

Tobias Jung

Oct 20, 2009

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3457 Views

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25:06

Capacity Control for Partially Ordered Feature Sets

Ulrich Rückert

Oct 20, 2009

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2642 Views

Lecture
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21:55

Feature Selection for Density Level-Sets

Ulf Brefeld

Oct 20, 2009

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2742 Views

Lecture
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20:01

The Feature Importance Ranking Measure

Nicole Krämer

Oct 20, 2009

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3293 Views

Lecture

Reinforcement Learning 2

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28:27

Learning the Difference between Partially Observable Dynamical Systems

François Laviolette

Oct 20, 2009

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2860 Views

Lecture
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20:58

Optimal Online Learning Procedures for Model-Free Policy Evaluation

Tsuyoshi Ueno

Oct 20, 2009

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2406 Views

Lecture
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22:53

Boosting Active Learning to Optimality: a Tracable Monte-Carlo, Billiard-Based A...

Philippe Rolet

Oct 20, 2009

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3233 Views

Lecture