Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2014, Nancy, France, September 15-19, 2014. Proceedings, Part II

Front Matter....Pages -
Robust Distributed Training of Linear Classifiers Based on Divergence Minimization Principle....Pages 1-17
Reliability Maps: A Tool to Enhance Probability Estimates and Improve Classification Accuracy....Pages 18-33
Causal Clustering for 2-Factor Measurement Models....Pages 34-49
Support Vector Machines for Differential Prediction....Pages 50-65
Fast LSTD Using Stochastic Approximation: Finite Time Analysis and Application to Traffic Control....Pages 66-81
Mining Top-K Largest Tiles in a Data Stream....Pages 82-97
Ranked Tiling....Pages 98-113
Fast Estimation of the Pattern Frequency Spectrum....Pages 114-129
Recurrent Greedy Parsing with Neural Networks....Pages 130-144
FILTA: Better View Discovery from Collections of Clusterings via Filtering....Pages 145-160
Nonparametric Markovian Learning of Triggering Kernels for Mutually Exciting and Mutually Inhibiting Multivariate Hawkes Processes....Pages 161-176
Learning Binary Codes with Bagging PCA....Pages 177-192
Conic Multi-task Classification....Pages 193-208
Bi-directional Representation Learning for Multi-label Classification....Pages 209-224
Optimal Thresholding of Classifiers to Maximize F1 Measure....Pages 225-239
Randomized Operating Point Selection in Adversarial Classification....Pages 240-255
Hierarchical Latent Tree Analysis for Topic Detection....Pages 256-272
Bayesian Models for Structured Sparse Estimation via Set Cover Prior....Pages 273-289
Preventing Over-Fitting of Cross-Validation with Kernel Stability....Pages 290-305
Experimental Design in Dynamical System Identification: A Bandit-Based Active Learning Approach....Pages 306-321
On the Null Distribution of the Precision and Recall Curve....Pages 322-337
Linear State-Space Model with Time-Varying Dynamics....Pages 338-353
An Online Policy Gradient Algorithm for Markov Decision Processes with Continuous States and Actions....Pages 354-369
GMRF Estimation under Topological and Spectral Constraints....Pages 370-385
Rate-Constrained Ranking and the Rate-Weighted AUC....Pages 386-403
Rate-Oriented Point-Wise Confidence Bounds for ROC Curves....Pages 404-421
A Fast Method of Statistical Assessment for Combinatorial Hypotheses Based on Frequent Itemset Enumeration....Pages 422-436
Large-Scale Multi-label Text Classification — Revisiting Neural Networks....Pages 437-452
Distinct Chains for Different Instances: An Effective Strategy for Multi-label Classifier Chains....Pages 453-468
A Unified Framework for Probabilistic Component Analysis....Pages 469-484
Flexible Shift-Invariant Locality and Globality Preserving Projections....Pages 485-500
Interactive Knowledge-Based Kernel PCA....Pages 501-516
A Two-Step Learning Approach for Solving Full and Almost Full Cold Start Problems in Dyadic Prediction....Pages 517-532
Deterministic Feature Selection for Regularized Least Squares Classification....Pages 533-548
Boosted Bellman Residual Minimization Handling Expert Demonstrations....Pages 549-564
Semi-supervised Learning Using an Unsupervised Atlas....Pages 565-580
A Lossless Data Reduction for Mining Constrained Patterns in n -ary Relations....Pages 581-596
Interestingness-Driven Diffusion Process Summarization in Dynamic Networks....Pages 597-613
Neural Gaussian Conditional Random Fields....Pages 614-629
Cutset Networks: A Simple, Tractable, and Scalable Approach for Improving the Accuracy of Chow-Liu Trees....Pages 630-645
Boosted Mean Shift Clustering....Pages 646-661
Hypernode Graphs for Spectral Learning on Binary Relations over Sets....Pages 662-677
Discovering Dynamic Communities in Interaction Networks....Pages 678-693
Anti-discrimination Analysis Using Privacy Attack Strategies....Pages 694-710
Back Matter....Pages -