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

Front Matter....Pages -
Common Substructure Learning of Multiple Graphical Gaussian Models....Pages 1-16
Mining Research Topic-Related Influence between Academia and Industry....Pages 17-31
Typology of Mixed-Membership Models: Towards a Design Method....Pages 32-47
ShiftTree: An Interpretable Model-Based Approach for Time Series Classification....Pages 48-64
Image Classification for Age-related Macular Degeneration Screening Using Hierarchical Image Decompositions and Graph Mining....Pages 65-80
Online Structure Learning for Markov Logic Networks....Pages 81-96
Fourier-Information Duality in the Identity Management Problem....Pages 97-113
Eigenvector Sensitive Feature Selection for Spectral Clustering....Pages 114-129
Restricted Deep Belief Networks for Multi-view Learning....Pages 130-145
Motion Segmentation by Model-Based Clustering of Incomplete Trajectories....Pages 146-161
PTMSearch: A Greedy Tree Traversal Algorithm for Finding Protein Post-Translational Modifications in Tandem Mass Spectra....Pages 162-176
Efficient Mining of Top Correlated Patterns Based on Null-Invariant Measures....Pages 177-192
Smooth Receiver Operating Characteristics ( smROC ) Curves....Pages 193-208
A Boosting Approach to Multiview Classification with Cooperation....Pages 209-228
ARTEMIS: Assessing the Similarity of Event-Interval Sequences....Pages 229-244
Unifying Guilt-by-Association Approaches: Theorems and Fast Algorithms....Pages 245-260
Online Clustering of High-Dimensional Trajectories under Concept Drift....Pages 261-276
Gaussian Logic for Predictive Classification....Pages 277-292
Toward a Fair Review-Management System....Pages 293-309
Focused Multi-task Learning Using Gaussian Processes....Pages 310-325
Reinforcement Learning through Global Stochastic Search in N-MDPs....Pages 326-340
Analyzing Word Frequencies in Large Text Corpora Using Inter-arrival Times and Bootstrapping....Pages 341-357
Discovering Temporal Bisociations for Linking Concepts over Time....Pages 358-373
Minimum Neighbor Distance Estimators of Intrinsic Dimension....Pages 374-389
Graph Evolution via Social Diffusion Processes....Pages 390-404
Multi-Subspace Representation and Discovery....Pages 405-420
A Novel Stability Based Feature Selection Framework for k-means Clustering....Pages 421-436
Link Prediction via Matrix Factorization....Pages 437-452
On Oblique Random Forests....Pages 453-469
An Alternating Direction Method for Dual MAP LP Relaxation....Pages 470-483
Aggregating Independent and Dependent Models to Learn Multi-label Classifiers....Pages 484-500
Tensor Factorization Using Auxiliary Information....Pages 501-516
Kernels for Link Prediction with Latent Feature Models....Pages 517-532
Frequency-Aware Truncated Methods for Sparse Online Learning....Pages 533-548
A Shapley Value Approach for Influence Attribution....Pages 549-564
Fast Approximate Text Document Clustering Using Compressive Sampling....Pages 565-580
Ancestor Relations in the Presence of Unobserved Variables....Pages 581-596
ShareBoost: Boosting for Multi-view Learning with Performance Guarantees....Pages 597-612
Analyzing and Escaping Local Optima in Planning as Inference for Partially Observable Domains....Pages 613-628
Abductive Plan Recognition by Extending Bayesian Logic Programs....Pages 629-644
Higher Order Contractive Auto-Encoder....Pages 645-660
The VC-Dimension of SQL Queries and Selectivity Estimation through Sampling....Pages 661-676
Back Matter....Pages -