Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2012, Bristol, UK, September 24-28, 2012. Proceedings, Part I

Front Matter....Pages -
 AUDIO : An Integrity $\\underline{Audi}$ ting Framework of $\\underline{O}$ utlier-Mining-as-a-Service Systems....Pages 1-18
Differentially Private Projected Histograms: Construction and Use for Prediction....Pages 19-34
Fairness-Aware Classifier with Prejudice Remover Regularizer....Pages 35-50
A Live Comparison of Methods for Personalized Article Recommendation at Forbes.com....Pages 51-66
Fast ALS-Based Tensor Factorization for Context-Aware Recommendation from Implicit Feedback....Pages 67-82
Probability Estimation for Multi-class Classification Based on Label Ranking....Pages 83-98
Adaptive Planning for Markov Decision Processes with Uncertain Transition Models via Incremental Feature Dependency Discovery....Pages 99-115
APRIL: Active Preference Learning-Based Reinforcement Learning....Pages 116-131
Autonomous Data-Driven Decision-Making in Smart Electricity Markets....Pages 132-147
Bayesian Nonparametric Inverse Reinforcement Learning....Pages 148-163
Bootstrapping Monte Carlo Tree Search with an Imperfect Heuristic....Pages 164-179
Fast Reinforcement Learning with Large Action Sets Using Error-Correcting Output Codes for MDP Factorization....Pages 180-194
Learning Policies for Battery Usage Optimization in Electric Vehicles....Pages 195-210
Policy Iteration Based on a Learned Transition Model....Pages 211-226
Structured Apprenticeship Learning....Pages 227-242
A Bayesian Approach for Classification Rule Mining in Quantitative Databases....Pages 243-259
A Bayesian Scoring Technique for Mining Predictive and Non-Spurious Rules....Pages 260-276
Generic Pattern Trees for Exhaustive Exceptional Model Mining....Pages 277-292
Bidirectional Semi-supervised Learning with Graphs....Pages 293-306
Coupled Bayesian Sets Algorithm for Semi-supervised Learning and Information Extraction....Pages 307-322
Graph-Based Transduction with Confidence....Pages 323-338
Maximum Consistency Preferential Random Walks....Pages 339-354
Semi-supervised Multi-label Classification....Pages 355-370
MDL-Based Analysis of Time Series at Multiple Time-Scales....Pages 371-386
Separable Approximate Optimization of Support Vector Machines for Distributed Sensing....Pages 387-402
Unsupervised Inference of Auditory Attention from Biosensors....Pages 403-418
A Family of Feed-Forward Models for Protein Sequence Classification....Pages 419-434
General Algorithms for Mining Closed Flexible Patterns under Various Equivalence Relations....Pages 435-450
Size Matters: Finding the Most Informative Set of Window Lengths....Pages 451-466
Discovering Links among Social Networks....Pages 467-482
Efficient Bi-objective Team Formation in Social Networks....Pages 483-498
Feature-Enhanced Probabilistic Models for Diffusion Network Inference....Pages 499-514
Influence Spread in Large-Scale Social Networks – A Belief Propagation Approach....Pages 515-530
Location Affiliation Networks: Bonding Social and Spatial Information....Pages 531-547
On Approximation of Real-World Influence Spread....Pages 548-564
Opinion Formation by Voter Model with Temporal Decay Dynamics....Pages 565-580
Viral Marketing for Product Cross-Sell through Social Networks....Pages 581-596
Which Topic Will You Follow?....Pages 597-612
Inferring Geographic Coincidence in Ephemeral Social Networks....Pages 613-628
Pedestrian Quantity Estimation with Trajectory Patterns....Pages 629-643
Socioscope: Spatio-temporal Signal Recovery from Social Media....Pages 644-659
A Framework for Evaluating the Smoothness of Data-Mining Results....Pages 660-675
Active Evaluation of Ranking Functions Based on Graded Relevance....Pages 676-691
Community Trend Outlier Detection Using Soft Temporal Pattern Mining....Pages 692-708
Data Structures for Detecting Rare Variations in Time Series....Pages 709-724
Invariant Time-Series Classification....Pages 725-740
Learning Bi-clustered Vector Autoregressive Models....Pages 741-756
Discriminative Factor Alignment across Heterogeneous Feature Space....Pages 757-772
Learning to Perceive Two-Dimensional Displays Using Probabilistic Grammars....Pages 773-788
Transfer Spectral Clustering....Pages 789-803
An Aspect-Lexicon Creation and Evaluation Tool for Sentiment Analysis Researchers....Pages 804-807
Association Rule Mining Following the Web Search Paradigm....Pages 808-811
ASV Monitor: Creating Comparability of Machine Learning Methods for Content Analysis....Pages 812-815
ClowdFlows: A Cloud Based Scientific Workflow Platform....Pages 816-819
Extracting Trajectories through an Efficient and Unifying Spatio-temporal Pattern Mining System....Pages 820-823
Knowledge Discovery through Symbolic Regression with HeuristicLab....Pages 824-827
 OutRules : A Framework for Outlier Descriptions in Multiple Context Spaces....Pages 828-832
Scientific Workflow Management with ADAMS....Pages 833-837
TopicExplorer: Exploring Document Collections with Topic Models....Pages 838-841
 VIKAMINE – Open-Source Subgroup Discovery, Pattern Mining, and Analytics....Pages 842-845
Learning Submodular Functions....Pages 846-849
Matrix Factorization as Search....Pages 850-853
Metal Binding in Proteins: Machine Learning Complements X-Ray Absorption Spectroscopy....Pages 854-857
Modelling Input Varying Correlations between Multiple Responses....Pages 858-861
Back Matter....Pages -