Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2011, Athens, Greece, September 5-9, 2011, Proceedings, Part III

Front Matter....Pages -
Sparse Kernel-SARSA( λ ) with an Eligibility Trace....Pages 1-17
Influence and Passivity in Social Media....Pages 18-33
Preference Elicitation and Inverse Reinforcement Learning....Pages 34-48
A Novel Framework for Locating Software Faults Using Latent Divergences....Pages 49-64
Transfer Learning with Adaptive Regularizers....Pages 65-80
Multimodal Nonlinear Filtering Using Gauss-Hermite Quadrature....Pages 81-96
Active Supervised Domain Adaptation....Pages 97-112
Efficiently Approximating Markov Tree Bagging for High-Dimensional Density Estimation....Pages 113-128
Resource-Aware On-line RFID Localization Using Proximity Data....Pages 129-144
On the Stratification of Multi-label Data....Pages 145-158
Learning First-Order Definite Theories via Object-Based Queries....Pages 159-174
Fast Support Vector Machines for Structural Kernels....Pages 175-190
Generalized Agreement Statistics over Fixed Group of Experts....Pages 191-206
Compact Coding for Hyperplane Classifiers in Heterogeneous Environment....Pages 207-222
Multi-label Ensemble Learning....Pages 223-239
Rule-Based Active Sampling for Learning to Rank....Pages 240-255
Parallel Structural Graph Clustering....Pages 256-272
Aspects of Semi-supervised and Active Learning in Conditional Random Fields....Pages 273-288
Comparing Probabilistic Models for Melodic Sequences....Pages 289-304
Fast Projections onto ℓ 1,q -Norm Balls for Grouped Feature Selection....Pages 305-317
Generalized Dictionary Learning for Symmetric Positive Definite Matrices with Application to Nearest Neighbor Retrieval....Pages 318-332
Network Regression with Predictive Clustering Trees....Pages 333-348
Learning from Label Proportions by Optimizing Cluster Model Selection....Pages 349-364
The Minimum Code Length for Clustering Using the Gray Code....Pages 365-380
Learning to Infer Social Ties in Large Networks....Pages 381-397
Comparing Apples and Oranges....Pages 398-413
Learning Monotone Nonlinear Models Using the Choquet Integral....Pages 414-429
Feature Selection for Transfer Learning....Pages 430-442
Multiview Semi-supervised Learning for Ranking Multilingual Documents....Pages 443-458
Non-redundant Subgroup Discovery in Large and Complex Data....Pages 459-474
Larger Residuals, Less Work: Active Document Scheduling for Latent Dirichlet Allocation....Pages 475-490
A Community-Based Pseudolikelihood Approach for Relationship Labeling in Social Networks....Pages 491-505
Correcting Bias in Statistical Tests for Network Classifier Evaluation....Pages 506-521
Differentiating Code from Data in x86 Binaries....Pages 522-536
Bayesian Matrix Co-Factorization: Variational Algorithm and Cramér-Rao Bound....Pages 537-552
Learning from Inconsistent and Unreliable Annotators by a Gaussian Mixture Model and Bayesian Information Criterion....Pages 553-568
iDVS: An Interactive Multi-document Visual Summarization System....Pages 569-584
Discriminative Experimental Design....Pages 585-596
Active Learning with Evolving Streaming Data....Pages 597-612
Celebrity Watch: Browsing News Content by Exploiting Social Intelligence....Pages 613-616
MOA: A Real-Time Analytics Open Source Framework....Pages 617-620
L-SME: A System for Mining Loosely Structured Motifs....Pages 621-625
The MASH Project....Pages 626-629
Activity Recognition with Mobile Phones....Pages 630-633
MIME: A Framework for Interactive Visual Pattern Mining....Pages 634-637
InFeRno – An Intelligent Framework for Recognizing Pornographic Web Pages....Pages 638-641
MetaData Retrieval: A Software Prototype for the Annotation of Maps with Social Metadata....Pages 642-645
TRUMIT: A Tool to Support Large-Scale Mining of Text Association Rules....Pages 646-649
Traffic Jams Detection Using Flock Mining....Pages 650-653
Exploring City Structure from Georeferenced Photos Using Graph Centrality Measures....Pages 654-657
Back Matter....Pages -