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Workshops Industrial Tracks Demo Session PASCAL Steering Committee 2009 - Bled


Classification 1
[syn] 2754 views, 22:40 Considering Unseen States as Impossible in Factored Reinforcement LearningConsidering Unseen States as Impossible in Factored Reinforcement Learning Olga Kozlova Olga Kozlova	[syn] 3792 views, 26:44 A Convex Method for Locating Regions of Interest with Multi-Instance LearningA Convex Method for Locating Regions of Interest with Multi-Instance ... Yu-Feng Li Yu-Feng Li	[syn] 3741 views, 23:16 Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass ClassificationEfficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Classification Sang-Hyeun Park Sang-Hyeun Park
Classification 2
[syn] 2798 views, 19:45 Simulated Iterative Classification: A new Learning Procedure for Graph LabelingSimulated Iterative Classification: A new Learning Procedure for Graph Labeling Stephane Peters Stephane Peters	[syn] 7682 views, 21:19 Combining Instance-Based Learning and Logistic Regression for Multi-Label ClassificationCombining Instance-Based Learning and Logistic Regression for Multi-Label Classification Weiwei Cheng Weiwei Cheng	[syn] 2606 views, 19:16 Within-Network Classification Using Local Structure SimilarityWithin-Network Classification Using Local Structure Similarity Christian Desrosiers Christian Desrosiers
Classification 3
[syn] 2649 views, 26:39 Learning Preferences with Hidden Common Cause RelationsLearning Preferences with Hidden Common Cause Relations Kristian Kersting Kristian Kersting	[syn] 2768 views, 23:54 An l1 Regularization Framework for Optimal Rule CombinationAn l1 Regularization Framework for Optimal Rule Combination Yanjun Han Yanjun Han	[syn] 2753 views, 13:31 Enhancing the Performance of Centroid Classifier by ECOC and Model-RefinementEnhancing the Performance of Centroid Classifier by ECOC and Model-Refinement Songbo Tan Songbo Tan
Text Mining 1
[syn] 4650 views, 22:23 PLSI: The True Fisher Kernel and BeyondPLSI: The True Fisher Kernel and Beyond Emmanuel Eckard Emmanuel Eckard	[syn] 4265 views, 27:05 Dependency Tree Kernels for Relation Extraction from Natural Language TextDependency Tree Kernels for Relation Extraction from Natural Language Text Frank Reichartz Frank Reichartz	[syn] 6682 views, 24:28 The Sensitivity of Latent Dirichlet Allocation for Information RetrievalThe Sensitivity of Latent Dirichlet Allocation for Information Retrieval Laurence A. F. Park Laurence A. F. Park	[syn] 3972 views, 26:13 Protein Identification from Tandem Mass Spectra with Probabilistic Language ModelingProtein Identification from Tandem Mass Spectra with Probabilistic Language Modeling Yiming Yang Yiming Yang
Text Mining 2
[syn] 5188 views, 25:36 One Graph is Worth a Thousand Logs: Uncovering Hidden Structures in Massive System Event LogsOne Graph is Worth a Thousand Logs: Uncovering Hidden Structures ... Gilad Barash Gilad Barash	[syn] 3013 views, 20:58 Leveraging Higher Order Dependencies Between Features for Text ClassificationLeveraging Higher Order Dependencies Between Features for Text Classification William M. Pottenger William M. Pottenger	[syn] 2939 views, 22:22 Mining Peculiar Compositions of Frequent Substrings from Sparse Text Data Using Background TextsMining Peculiar Compositions of Frequent Substrings from Sparse Text Data ... Daisuke Ikeda Daisuke Ikeda	[syn] 3391 views, 21:28 Learning to Disambiguate Search Queries from Short SessionsLearning to Disambiguate Search Queries from Short Sessions Lilyana Mihalkova Lilyana Mihalkova
Text Mining 3
[syn] 5842 views, 37:05 Topic Significance Ranking of LDA Generative ModelsTopic Significance Ranking of LDA Generative Models Loulwah AlSumait Loulwah AlSumait	[syn] 2907 views, 22:22 Identifying the Original Contribution of a Document via Language ModelingIdentifying the Original Contribution of a Document via Language Modeling Benyah Shaparenko Benyah Shaparenko
Kernel Methods
[syn] 3818 views, 15:59 A Flexible and Efficient Algorithm for Regularized Fisher Discriminant AnalysisA Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis Zhihua Zhang Zhihua Zhang	[syn] 2757 views, 25:09 Syntactic Structural Kernels for Natural Language Interfaces to DatabasesSyntactic Structural Kernels for Natural Language Interfaces to Databases Alessandro Moschitti Alessandro Moschitti	[syn] 3533 views, 23:28 Kernels for Periodic Time Series Arising in AstronomyKernels for Periodic Time Series Arising in Astronomy Gabriel Wachman Gabriel Wachman	[syn] 4573 views, 23:57 Kernel-Based Copula ProcessesKernel-Based Copula Processes Eddie K. H. Ng Eddie K. H. Ng
Clustering 1
[syn] 3705 views, 17:45 Parameter-Free Hierarchical Co-Clustering by n-Ary SplitsParameter-Free Hierarchical Co-Clustering by n-Ary Splits Dino Ienco Dino Ienco	[syn] 3301 views, 22:39 A Matrix Factorization Approach for Integrating Multiple Data ViewsA Matrix Factorization Approach for Integrating Multiple Data Views Derek Greene Derek Greene
Clustering 2
[syn] 2602 views, 36:16 MACs: Multi-Attribute Co-Clusters with High Correlation InformationMACs: Multi-Attribute Co-Clusters with High Correlation Information Kelvin Sim Kelvin Sim
Learning
[syn] 2994 views, 22:23 Integrating Logical Reasoning and Probabilistic Chain GraphsIntegrating Logical Reasoning and Probabilistic Chain Graphs Arjen Hommersom Arjen Hommersom	[syn] 2992 views, 25:53 Relevance Grounding for Planning in Relational DomainsRelevance Grounding for Planning in Relational Domains Tobias Lang Tobias Lang	[syn] 2852 views, 21:34 On Structured Output Training: Hard Cases and an Efficient AlternativeOn Structured Output Training: Hard Cases and an Efficient Alternative Thomas Gartner Thomas Gartner	[syn] 6123 views, 22:51 Applying Electromagnetic Field Theory Concepts to Clustering with ConstraintsApplying Electromagnetic Field Theory Concepts to Clustering with Constraints Michalis Vazirgiannis Michalis Vazirgiannis	[syn] 2992 views, 30:10 Max-Margin Weight Learning for Markov Logic NetworksMax-Margin Weight Learning for Markov Logic Networks Tuyen Ngoc Huynh Tuyen Ngoc Huynh
Data Streams & Graphs 1
[syn] 2896 views, 25:30 Adaptive XML Tree Classification on Evolving Data StreamsAdaptive XML Tree Classification on Evolving Data Streams Ricard Gavalda Ricard Gavalda	[syn] 3224 views, 22:50 Integrating Novel Class Detection with Classification for Concept-Drifting Data StreamsIntegrating Novel Class Detection with Classification for Concept-Drifting Data Streams Latifur Khan Latifur Khan	[syn] 2501 views, 19:12 Harnessing the Strengths of Anytime Algorithms for Constant Data StreamsHarnessing the Strengths of Anytime Algorithms for Constant Data Streams Philipp Kranen Philipp Kranen	[syn] 3340 views, 23:07 Bi-Directional Joint Inference for Entity Resolution and Segmentation Using Imperatively-Defined Factor GraphsBi-Directional Joint Inference for Entity Resolution and Segmentation Using Imperatively-Defined ... Sameer Singh Sameer Singh	[syn] 2926 views, 23:09 Variational Graph Embedding for Globally and Locally Consistent Feature ExtractionVariational Graph Embedding for Globally and Locally Consistent Feature Extraction Shuang-Hong Yang Shuang-Hong Yang
Graphs 2 & Inference 1
[syn] 5163 views, 22:22 Dynamic Factor Graphs for Time Series ModelingDynamic Factor Graphs for Time Series Modeling Piotr Mirowski Piotr Mirowski	[syn] 6715 views, 19:52 RTG: A Recursive Realistic Graph Generator using Random TypingRTG: A Recursive Realistic Graph Generator using Random Typing Leman Akoglu Leman Akoglu	[syn] 3520 views, 24:48 Mining Graph Evolution RulesMining Graph Evolution Rules Francesco Bonchi Francesco Bonchi	[syn] 3053 views, 28:45 Binary Decomposition Methods for Multipartite RankingBinary Decomposition Methods for Multipartite Ranking Johannes Fuernkranz Johannes Fuernkranz	[syn] 2536 views, 16:32 Cost-sensitive learning based on Bregman divergencesCost-sensitive learning based on Bregman divergences Raúl Santos-Rodríguez Raúl Santos-Rodríguez
[syn] 2997 views, 19:19 A Self-Training Approach to Cost Sensitive Uncertainty SamplingA Self-Training Approach to Cost Sensitive Uncertainty Sampling Joydeep Ghosh Joydeep Ghosh
Inference 2
[syn] 2768 views, 22:53 Statistical Relational Learning with Formal OntologiesStatistical Relational Learning with Formal Ontologies Achim Rettinger Achim Rettinger	[syn] 2552 views, 14:31 Inference and Validation of NetworksInference and Validation of Networks Ilias Flaounas Ilias Flaounas	[syn] 4028 views, 21:08 Neural Networks for State Evaluation in General Game PlayingNeural Networks for State Evaluation in General Game Playing Daniel Michulke Daniel Michulke	[syn] 2826 views, 26:32 Learning Multi-Linear Representations of Probability Distributions for Efficient InferenceLearning Multi-Linear Representations of Probability Distributions for Efficient Inference Rajhans Samdani Rajhans Samdani
Semi-Supervised Learning 1
[syn] 3260 views, 21:54 Subspace Regularization: A New Semi-Supervised Learning MethodSubspace Regularization: A New Semi-Supervised Learning Method Yan-Ming Zhang Yan-Ming Zhang	[syn] 3482 views, 20:23 Active and Semi-Supervised Data Domain DescriptionActive and Semi-Supervised Data Domain Description Ulf Brefeld Ulf Brefeld	[syn] 3109 views, 19:18 Semi-Supervised Multi-Task RegressionSemi-Supervised Multi-Task Regression Yu Zhang Yu Zhang	[syn] 2856 views, 14:41 Transductive Classification via Dual RegularizationTransductive Classification via Dual Regularization Yu-Feng Li Yu-Feng Li
Semi-Supervised Learning 2
[syn] 5802 views, 27:44 New Regularized Algorithms for Transducitve LearningNew Regularized Algorithms for Transducitve Learning Partha Pratim Talukdar Partha Pratim Talukdar	[syn] 5491 views, 22:28 Graph-Based Discrete Differential Geometry for Critical Instance FilteringGraph-Based Discrete Differential Geometry for Critical Instance Filtering Elena Marchiori Elena Marchiori	[syn] 4949 views, 21:23 Active Learning for Reward Estimation in Inverse Reinforcement LearningActive Learning for Reward Estimation in Inverse Reinforcement Learning Francisco S. Melo Francisco S. Melo	[syn] 4268 views, 14:23 Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-Supervised ExtensionHeteroscedastic Probabilistic Linear Discriminant Analysis with Semi-Supervised Extension Yu Zhang Yu Zhang
Multi-Way Learning & SVM
[syn] 3868 views, 17:53 Two-Way Analysis of High-Dimensional Collinear DataTwo-Way Analysis of High-Dimensional Collinear Data Ilkka Huopaniemi Ilkka Huopaniemi	[syn] 2857 views, 20:00 Feature Weighting Using Margin and Radius Based Error Bound Optimization in SVMsFeature Weighting Using Margin and Radius Based Error Bound Optimization ... Huyen Thi Thanh Do Huyen Thi Thanh Do	[syn] 2693 views, 22:10 Margin and Radius Based Multiple Kernel LearningMargin and Radius Based Multiple Kernel Learning Huyen Thi Thanh Do Huyen Thi Thanh Do	[syn] 3241 views, 27:23 Sparse Kernel SVMs via Cutting-Plane TrainingSparse Kernel SVMs via Cutting-Plane Training Chun-Nam Yu Chun-Nam Yu	[syn] 2850 views, 17:59 Kernel Polytope Faces PursuitKernel Polytope Faces Pursuit Tom Diethe Tom Diethe
[syn] 2523 views, 17:51 Decomposition Algorithms for Training Large-scale Semiparametric Support Vector MachinesDecomposition Algorithms for Training Large-scale Semiparametric Support Vector Machines Sangkyun Lee Sangkyun Lee
Transfer Learning & Subgoup Discovery
[syn] 2964 views, 22:57 Universal Learning over Related Distributions and Adaptive Graph TransductionUniversal Learning over Related Distributions and Adaptive Graph Transduction Wei Fan Wei Fan	[syn] 3383 views, 26:18 Reconstructing Data Perturbed by Random Projections when the Mixing Matrix is KnownReconstructing Data Perturbed by Random Projections when the Mixing Matrix ... Yingpeng Sang Yingpeng Sang 1 comment	[syn] 3168 views, 23:30 On Subgroup Discovery in Numerical DomainsOn Subgroup Discovery in Numerical Domains Henrik Grosskreutz Henrik Grosskreutz	[syn] 3168 views, 23:14 Evaluation Measures for Multi-Class Subgroup DiscoveryEvaluation Measures for Multi-Class Subgroup Discovery Tarek Abudawood Tarek Abudawood	[syn] 3469 views, 19:55 Non-Redundant Subgroup Discovery Using a Closure SystemNon-Redundant Subgroup Discovery Using a Closure System Mario Boley Mario Boley
Pattern Mining 2
[syn] 2767 views, 17:17 Debt Detection in Social Security by Sequence Classification Using Both Positive and Negative PatternsDebt Detection in Social Security by Sequence Classification Using Both ... Yanchang Zhao Yanchang Zhao	[syn] 2721 views, 20:08 A Condensed Representation of Itemsets for Analyzing their Evolution over TimeA Condensed Representation of Itemsets for Analyzing their Evolution over ... Mirko Boettcher Mirko Boettcher	[syn] 3774 views, 24:12 Taxonomy-Driven Lumping for Sequence MiningTaxonomy-Driven Lumping for Sequence Mining Aris Gionis Aris Gionis	[syn] 3700 views, 22:30 Identifying the ComponentsIdentifying the Components Matthijs van Leeuwen Matthijs van Leeuwen
Feature Selection 1
[syn] 4413 views, 23:28 On Feature Selection, Bias-Variance, and BaggingOn Feature Selection, Bias-Variance, and Bagging M. Arthur Munson M. Arthur Munson	[syn] 2815 views, 21:51 Multi-Task Feature Selection Using the Multiple Inclusion Criterion (MIC)Multi-Task Feature Selection Using the Multiple Inclusion Criterion (MIC) Partha Pratim Talukdar Partha Pratim Talukdar	[syn] 4557 views, 27:46 Stable and Accurate Feature SelectionStable and Accurate Feature Selection Zehra Cataltepe Zehra Cataltepe	[syn] 3817 views, 19:53 Feature Selection by Transfer Learning with Linear Regularized ModelsFeature Selection by Transfer Learning with Linear Regularized Models Thibault Helleputte Thibault Helleputte
Feature Selection 2
[syn] 3449 views, 25:20 Feature Selection for Value Function Approximation Using Bayesian Model SelectionFeature Selection for Value Function Approximation Using Bayesian Model Selection Tobias Jung Tobias Jung	[syn] 2638 views, 25:06 Capacity Control for Partially Ordered Feature SetsCapacity Control for Partially Ordered Feature Sets Ulrich Rückert Ulrich Rückert	[syn] 2732 views, 21:55 Feature Selection for Density Level-SetsFeature Selection for Density Level-Sets Ulf Brefeld Ulf Brefeld	[syn] 3271 views, 20:01 The Feature Importance Ranking MeasureThe Feature Importance Ranking Measure Nicole Krämer Nicole Krämer
Reinforcement Learning 2
[syn] 2854 views, 28:27 Learning the Difference between Partially Observable Dynamical SystemsLearning the Difference between Partially Observable Dynamical Systems François Laviolette François Laviolette	[syn] 2391 views, 20:58 Optimal Online Learning Procedures for Model-Free Policy EvaluationOptimal Online Learning Procedures for Model-Free Policy Evaluation Tsuyoshi Ueno Tsuyoshi Ueno	[syn] 3209 views, 22:53 Boosting Active Learning to Optimality: a Tracable Monte-Carlo, Billiard-Based AlgorithmBoosting Active Learning to Optimality: a Tracable Monte-Carlo, Billiard-Based Algorithm Philippe Rolet Philippe Rolet

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Topic taxonomy

Type of content

Language

Year

Sessions

Event sections

Classification 1

Classification 2

Classification 3

Text Mining 1

Text Mining 2

Text Mining 3

Kernel Methods

Clustering 1

Clustering 2

Learning

Data Streams & Graphs 1

Graphs 2 & Inference 1

Inference 2

Semi-Supervised Learning 1

Semi-Supervised Learning 2

Multi-Way Learning & SVM

Transfer Learning & Subgoup Discovery

Pattern Mining 2

Feature Selection 1

Feature Selection 2

Reinforcement Learning 2

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