| Regular Papers | |
| Decomposition Algorithms for Training Large-Scale Semiparametric Support Vector Machines | p. 1 |
| A Convex Method for Locating Regions of Interest with Multi-instance Learning | p. 15 |
| Active Learning for Reward Estimation in Inverse Reinforcement Learning | p. 31 |
| Simulated Iterative Classification a New Learning Procedure for Graph Labeling | p. 47 |
| Graph-Based Discrete Differential Geometry for Critical Instance Filtering | p. 63 |
| Integrating Novel Class Detection with Classification for Concept-Drifting Data Streams | p. 79 |
| Neural Networks for State Evaluation in General Game Playing | p. 95 |
| Learning to Disambiguate Search Queries from Short Sessions | p. 111 |
| Dynamic Factor Graphs for Time Series Modeling | p. 128 |
| On Feature Selection, Bias-Variance, and Bagging | p. 144 |
| Efficient Pruning Schemes for Distance-Based Outlier Detection | p. 160 |
| The Sensitivity of Latent Dirichlet Allocation for Information Retrieval | p. 176 |
| Efficient Decoding of Ternary Error-Correcting Output Codes for Multiclass Classification | p. 189 |
| The Model of Most Informative Patterns and Its Application to Knowledge Extraction from Graph Databases | p. 205 |
| On Discriminative Parameter Learning of Bayesian Network Classifiers | p. 221 |
| Mining Spatial Co-location Patterns with Dynamic Neighborhood Constraint | p. 238 |
| Classifier Chains for Multi-label Classification | p. 254 |
| Dependency Tree Kernels for Relation Extraction from Natural Language Text | p. 270 |
| Statistical Relational Learning with Formal Ontologies | p. 286 |
| Boosting Active Learning to Optimality: A Tractable Monte-Carlo, Billiard-Based Algorithm | p. 302 |
| Capacity Control for Partially Ordered Feature Sets | p. 318 |
| Reconstructing Data Perturbed by Random Projections When the Mixing Matrix Is Known | p. 334 |
| Identifying the Original Contribution of a Document via Language Modeling | p. 350 |
| Relaxed Transfer of Different Classes via Spectral Partition | p. 366 |
| Mining Databases to Mine Queries Faster | p. 382 |
| MACs: Multi-Attribute Co-clusters with High Correlation Information | p. 398 |
| Bi-directional Joint Inference for Entity Resolution and Segmentation Using Imperatively-Defined Factor Graphs | p. 414 |
| Latent Dirichlet Allocation for Automatic Document Categorization | p. 430 |
| New Regularized Algorithms for Transductive Learning | p. 442 |
| Enhancing the Performance of Centroid Classifier by ECOC and Model Refinement | p. 458 |
| Optimal Online Learning Procedures for Model-Free Policy Evaluation | p. 473 |
| Kernels for Periodic Time Series Arising in Astronomy | p. 489 |
| K-Subspace Clustering | p. 506 |
| Latent Dirichlet Bayesian Co-Clustering | p. 522 |
| Variational Graph Embedding for Globally and Locally Consistent Feature Extraction | p. 538 |
| Protein Identification from Tandem Mass Spectra with Probabilistic Language Modeling | p. 554 |
| Causality Discovery with Additive Disturbances: An Information-Theoretical Perspective | p. 570 |
| Subspace Regularization: A New Semi-supervised Learning Method | p. 586 |
| Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-supervised Extension | p. 602 |
| Semi-Supervised Multi-Task Regression | p. 617 |
| A Flexible and Efficient Algorithm for Regularized Fisher Discriminant Analysis | p. 632 |
| Debt Detection in Social Security by Sequence Classification Using Both Positive and Negative Patterns | p. 648 |
| Learning the Difference between Partially Observable Dynamical Systems | p. 664 |
| Universal Learning over Related Distributions and Adaptive Graph Transduction | p. 678 |
| The Feature Importance Ranking Measure | p. 694 |
| Demo Papers | |
| OTTHO: On the Tip of My THOught | p. 710 |
| Protecting Sensitive Topics in Text Documents with PROTEXTOR | p. 714 |
| Enhanced Web Page Content Visualization with Firefox | p. 718 |
| ClusTR: Exploring Multivariate Cluster Correlations and Topic Trends | p. 722 |
| Visual OntoBridge: Semi-automatic Semantic Annotation Software | p. 726 |
| Semi-automatic Categorization of Videos on VideoLectures.net | p. 730 |
| Discovering Patterns in Flows: A Privacy Preserving Approach with the ACSM Prototype | p. 734 |
| Using Temporal Language Models for Document Dating | p. 738 |
| Omiotis: A Thesaurus-Based Measure of Text Relatedness | p. 742 |
| Found in Translation | p. 746 |
| A Community-Based Platform for Machine Learning Experimentation | p. 750 |
| TeleCom Vis: Exploring Temporal Communities in Telecom Networks | p. 755 |
| Author Index | p. 759 |
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