Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2009, Bled, Slovenia, September 7-11, 2009, Proceedings, Part II

Front Matter....Pages -
Decomposition Algorithms for Training Large-Scale Semiparametric Support Vector Machines....Pages 1-14
A Convex Method for Locating Regions of Interest with Multi-instance Learning....Pages 15-30
Active Learning for Reward Estimation in Inverse Reinforcement Learning....Pages 31-46
Simulated Iterative Classification A New Learning Procedure for Graph Labeling....Pages 47-62
Graph-Based Discrete Differential Geometry for Critical Instance Filtering....Pages 63-78
Integrating Novel Class Detection with Classification for Concept-Drifting Data Streams....Pages 79-94
Neural Networks for State Evaluation in General Game Playing....Pages 95-110
Learning to Disambiguate Search Queries from Short Sessions....Pages 111-127
Dynamic Factor Graphs for Time Series Modeling....Pages 128-143
On Feature Selection, Bias-Variance, and Bagging....Pages 144-159
Efficient Pruning Schemes for Distance-Based Outlier Detection....Pages 160-175
The Sensitivity of Latent Dirichlet Allocation for Information Retrieval....Pages 176-188
Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Classification....Pages 189-204
The Model of Most Informative Patterns and Its Application to Knowledge Extraction from Graph Databases....Pages 205-220
On Discriminative Parameter Learning of Bayesian Network Classifiers....Pages 221-237
Mining Spatial Co-location Patterns with Dynamic Neighborhood Constraint....Pages 238-253
Classifier Chains for Multi-label Classification....Pages 254-269
Dependency Tree Kernels for Relation Extraction from Natural Language Text....Pages 270-285
Statistical Relational Learning with Formal Ontologies....Pages 286-301
Boosting Active Learning to Optimality: A Tractable Monte-Carlo, Billiard-Based Algorithm....Pages 302-317
Capacity Control for Partially Ordered Feature Sets....Pages 318-333
Reconstructing Data Perturbed by Random Projections When the Mixing Matrix Is Known....Pages 334-349
Identifying the Original Contribution of a Document via Language Modeling....Pages 350-365
Relaxed Transfer of Different Classes via Spectral Partition....Pages 366-381
Mining Databases to Mine Queries Faster....Pages 382-397
MACs: Multi-Attribute Co-clusters with High Correlation Information....Pages 398-413
Bi-directional Joint Inference for Entity Resolution and Segmentation Using Imperatively-Defined Factor Graphs....Pages 414-429
Latent Dirichlet Allocation for Automatic Document Categorization....Pages 430-441
New Regularized Algorithms for Transductive Learning....Pages 442-457
Enhancing the Performance of Centroid Classifier by ECOC and Model Refinement....Pages 458-472
Optimal Online Learning Procedures for Model-Free Policy Evaluation....Pages 473-488
Kernels for Periodic Time Series Arising in Astronomy....Pages 489-505
K-Subspace Clustering....Pages 506-521
Latent Dirichlet Bayesian Co-Clustering....Pages 522-537
Variational Graph Embedding for Globally and Locally Consistent Feature Extraction....Pages 538-553
Protein Identification from Tandem Mass Spectra with Probabilistic Language Modeling....Pages 554-569
Causality Discovery with Additive Disturbances: An Information-Theoretical Perspective....Pages 570-585
Subspace Regularization: A New Semi-supervised Learning Method....Pages 586-601
Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-supervised Extension....Pages 602-616
Semi-Supervised Multi-Task Regression....Pages 617-631
A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis....Pages 632-647
Debt Detection in Social Security by Sequence Classification Using Both Positive and Negative Patterns....Pages 648-663
Learning the Difference between Partially Observable Dynamical Systems....Pages 664-677
Universal Learning over Related Distributions and Adaptive Graph Transduction....Pages 678-693
The Feature Importance Ranking Measure....Pages 694-709
OTTHO: On the Tip of My THOught....Pages 710-713
Protecting Sensitive Topics in Text Documents with PROTEXTOR....Pages 714-717
Enhanced Web Page Content Visualization with Firefox....Pages 718-721
ClusTR: Exploring Multivariate Cluster Correlations and Topic Trends....Pages 722-725
Visual OntoBridge: Semi-automatic Semantic Annotation Software....Pages 726-729
Semi-automatic Categorization of Videos on VideoLectures.net....Pages 730-733
Discovering Patterns in Flows: A Privacy Preserving Approach with the ACSM Prototype....Pages 734-737
Using Temporal Language Models for Document Dating....Pages 738-741
Omiotis: A Thesaurus-Based Measure of Text Relatedness....Pages 742-745
Found in Translation....Pages 746-749
A Community-Based Platform for Machine Learning Experimentation....Pages 750-754
 TeleComVis : Exploring Temporal Communities in Telecom Networks....Pages 755-758
Back Matter....Pages -