Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2010, Barcelona, Spain, September 20-24, 2010, Proceedings, Part III

Front Matter....Pages -
Efficient Planning in Large POMDPs through Policy Graph Based Factorized Approximations....Pages 1-16
Unsupervised Trajectory Sampling....Pages 17-33
Fast Extraction of Locally Optimal Patterns Based on Consistent Pattern Function Variations....Pages 34-49
Large Margin Learning of Bayesian Classifiers Based on Gaussian Mixture Models....Pages 50-66
Learning with Ensembles of Randomized Trees : New Insights....Pages 67-82
Entropy and Margin Maximization for Structured Output Learning....Pages 83-98
Virus Propagation on Time-Varying Networks: Theory and Immunization Algorithms....Pages 99-114
Adapting Decision DAGs for Multipartite Ranking....Pages 115-130
Fast and Scalable Algorithms for Semi-supervised Link Prediction on Static and Dynamic Graphs....Pages 131-147
Modeling Relations and Their Mentions without Labeled Text....Pages 148-163
An Efficient and Scalable Algorithm for Local Bayesian Network Structure Discovery....Pages 164-179
Selecting Information Diffusion Models over Social Networks for Behavioral Analysis....Pages 180-195
Learning Sparse Gaussian Markov Networks Using a Greedy Coordinate Ascent Approach....Pages 196-212
Online Structural Graph Clustering Using Frequent Subgraph Mining....Pages 213-228
Large-Scale Support Vector Learning with Structural Kernels....Pages 229-244
Synchronization Based Outlier Detection....Pages 245-260
Laplacian Spectrum Learning....Pages 261-276
 k -Version-Space Multi-class Classification Based on k -Consistency Tests....Pages 277-292
Complexity Bounds for Batch Active Learning in Classification....Pages 293-305
Semi-supervised Projection Clustering with Transferred Centroid Regularization....Pages 306-321
Permutation Testing Improves Bayesian Network Learning....Pages 322-337
Example-dependent Basis Vector Selection for Kernel-Based Classifiers....Pages 338-353
Surprising Patterns for the Call Duration Distribution of Mobile Phone Users....Pages 354-369
Variational Bayesian Mixture of Robust CCA Models....Pages 370-385
Adverse Drug Reaction Mining in Pharmacovigilance Data Using Formal Concept Analysis....Pages 386-401
Topic Models Conditioned on Relations....Pages 402-417
Shift-Invariant Grouped Multi-task Learning for Gaussian Processes....Pages 418-434
Nonparametric Bayesian Clustering Ensembles....Pages 435-450
Directed Graph Learning via High-Order Co-linkage Analysis....Pages 451-466
Incorporating Domain Models into Bayesian Optimization for RL....Pages 467-482
Efficient and Numerically Stable Sparse Learning....Pages 483-498
Fast Active Exploration for Link-Based Preference Learning Using Gaussian Processes....Pages 499-514
Many-to-Many Graph Matching: A Continuous Relaxation Approach....Pages 515-530
Competitive Online Generalized Linear Regression under Square Loss....Pages 531-546
Cross Validation Framework to Choose amongst Models and Datasets for Transfer Learning....Pages 547-562
Fast, Effective Molecular Feature Mining by Local Optimization....Pages 563-578
AnswerArt - Contextualized Question Answering....Pages 579-582
Real-Time News Recommender System....Pages 583-586
CET: A Tool for Creative Exploration of Graphs....Pages 587-590
NewsGist: A Multilingual Statistical News Summarizer....Pages 591-594
QUEST: Query Expansion Using Synonyms over Time....Pages 595-598
Flu Detector - Tracking Epidemics on Twitter....Pages 599-602
X-SDR: An Extensible Experimentation Suite for Dimensionality Reduction....Pages 603-606
 SOREX : Subspace Outlier Ranking Exploration Toolkit....Pages 607-610
KDTA: Automated Knowledge-Driven Text Annotation....Pages 611-614
Detecting Events in a Million New York Times Articles....Pages 615-618
Experience STORIES: A Visual News Search and Summarization System....Pages 619-623
Exploring Real Mobility Data with M-Atlas....Pages 624-627
Back Matter....Pages -