Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2008, Antwerp, Belgium, September 15-19, 2008, Proceedings, Part II

Front Matter....Pages -
Exceptional Model Mining....Pages 1-16
A Joint Topic and Perspective Model for Ideological Discourse....Pages 17-32
Effective Pruning Techniques for Mining Quasi-Cliques....Pages 33-49
Efficient Pairwise Multilabel Classification for Large-Scale Problems in the Legal Domain....Pages 50-65
Fitted Natural Actor-Critic: A New Algorithm for Continuous State-Action MDPs....Pages 66-81
A New Natural Policy Gradient by Stationary Distribution Metric....Pages 82-97
Towards Machine Learning of Grammars and Compilers of Programming Languages....Pages 98-112
Improving Classification with Pairwise Constraints: A Margin-Based Approach....Pages 113-124
Metric Learning: A Support Vector Approach....Pages 125-136
Support Vector Machines, Data Reduction, and Approximate Kernel Matrices....Pages 137-153
Mixed Bregman Clustering with Approximation Guarantees....Pages 154-169
Hierarchical, Parameter-Free Community Discovery....Pages 170-187
A Genetic Algorithm for Text Classification Rule Induction....Pages 188-203
Nonstationary Gaussian Process Regression Using Point Estimates of Local Smoothness....Pages 204-219
Kernel-Based Inductive Transfer....Pages 220-233
State-Dependent Exploration for Policy Gradient Methods....Pages 234-249
Client-Friendly Classification over Random Hyperplane Hashes....Pages 250-265
Large-Scale Clustering through Functional Embedding....Pages 266-281
Clustering Distributed Sensor Data Streams....Pages 282-297
A Novel Scalable and Data Efficient Feature Subset Selection Algorithm....Pages 298-312
Robust Feature Selection Using Ensemble Feature Selection Techniques....Pages 313-325
Effective Visualization of Information Diffusion Process over Complex Networks....Pages 326-341
Actively Transfer Domain Knowledge....Pages 342-357
A Unified View of Matrix Factorization Models....Pages 358-373
Parallel Spectral Clustering....Pages 374-389
Classification of Multi-labeled Data: A Generative Approach....Pages 390-405
Pool-Based Agnostic Experiment Design in Linear Regression....Pages 406-422
Distribution-Free Learning of Bayesian Network Structure....Pages 423-439
Assessing Nonlinear Granger Causality from Multivariate Time Series....Pages 440-455
Clustering Via Local Regression....Pages 456-471
Decomposable Families of Itemsets....Pages 472-487
Transferring Instances for Model-Based Reinforcement Learning....Pages 488-505
A Simple Model for Sequences of Relational State Descriptions....Pages 506-521
Semi-Supervised Boosting for Multi-Class Classification....Pages 522-537
A Joint Segmenting and Labeling Approach for Chinese Lexical Analysis....Pages 538-549
Transferred Dimensionality Reduction....Pages 550-565
Multiple Manifolds Learning Framework Based on Hierarchical Mixture Density Model....Pages 566-581
Estimating Sales Opportunity Using Similarity-Based Methods....Pages 582-596
Learning MDP Action Models Via Discrete Mixture Trees....Pages 597-612
Continuous Time Bayesian Networks for Host Level Network Intrusion Detection....Pages 613-627
Data Streaming with Affinity Propagation....Pages 628-643
Semi-supervised Discriminant Analysis Via CCCP....Pages 644-659
A Visualization-Based Exploratory Technique for Classifier Comparison with Respect to Multiple Metrics and Multiple Domains....Pages 660-665
 Pleiades : Subspace Clustering and Evaluation....Pages 666-671
 SEDiL : Software for Edit Distance Learning....Pages 672-677
Monitoring Patterns through an Integrated Management and Mining Tool....Pages 678-683
A Knowledge-Based Digital Dashboard for Higher Learning Institutions....Pages 684-689
SINDBAD and SiQL: An Inductive Database and Query Language in the Relational Model....Pages 690-694
Back Matter....Pages -