Machine Learning and Knowledge Discovery in Databases: European Conference, ECML PKDD 2016, Riva del Garda, Italy, September 19-23, 2016, Proceedings, Part II

Front Matter....Pages I-XXVIII
AUC-Maximized Deep Convolutional Neural Fields for Protein Sequence Labeling....Pages 1-16
A Novel Incremental Covariance-Guided One-Class Support Vector Machine....Pages 17-32
Learning Efficiently in Semantic Based Regularization....Pages 33-46
Persistent Roles in Online Social Networks....Pages 47-62
A Split-Merge DP-means Algorithm to Avoid Local Minima....Pages 63-78
Efficient Distributed Decision Trees for Robust Regression....Pages 79-95
Fast Hoeffding Drift Detection Method for Evolving Data Streams....Pages 96-111
Differentially Private User Data Perturbation with Multi-level Privacy Controls....Pages 112-128
On Dynamic Feature Weighting for Feature Drifting Data Streams....Pages 129-144
Modeling Sequential Preferences with Dynamic User and Context Factors....Pages 145-161
Node Re-Ordering as a Means of Anomaly Detection in Time-Evolving Graphs....Pages 162-178
Building Ensembles of Adaptive Nested Dichotomies with Random-Pair Selection....Pages 179-194
Credible Review Detection with Limited Information Using Consistency Features....Pages 195-213
Interactive Visual Data Exploration with Subjective Feedback....Pages 214-229
Coupled Hierarchical Dirichlet Process Mixtures for Simultaneous Clustering and Topic Modeling....Pages 230-246
Enhancing Traffic Congestion Estimation with Social Media by Coupled Hidden Markov Model....Pages 247-264
Learning Distributed Representations of Users for Source Detection in Online Social Networks....Pages 265-281
Linear Bandits in Unknown Environments....Pages 282-298
Ballpark Learning: Estimating Labels from Rough Group Comparisons....Pages 299-314
An Efficient Algorithm for Mining Frequent Sequence with Constraint Programming....Pages 315-330
Detecting Public Influence on News Using Topic-Aware Dynamic Granger Test....Pages 331-346
Exploring a Mixed Representation for Encoding Temporal Coherence....Pages 347-360
Local Roots: A Tree-Based Subgoal Discovery Method to Accelerate Reinforcement Learning....Pages 361-376
Copula PC Algorithm for Causal Discovery from Mixed Data....Pages 377-392
Selecting Collaborative Filtering Algorithms Using Metalearning....Pages 393-409
A Bayesian Network Model for Interesting Itemsets....Pages 410-425
Top-N Recommendation via Joint Cross-Domain User Clustering and Similarity Learning....Pages 426-441
Measuring the Stability of Feature Selection....Pages 442-457
Aspect Mining with Rating Bias....Pages 458-474
Planning with Information-Processing Constraints and Model Uncertainty in Markov Decision Processes....Pages 475-491
Subgroup Discovery with Proper Scoring Rules....Pages 492-510
Consistency of Probabilistic Classifier Trees....Pages 511-526
Actively Interacting with Experts: A Probabilistic Logic Approach....Pages 527-542
Augmented Leverage Score Sampling with Bounds....Pages 543-558
Anti Imitation-Based Policy Learning....Pages 559-575
Cancer: Another Algorithm for Subtropical Matrix Factorization....Pages 576-592
Robust Principal Component Analysis by Reverse Iterative Linear Programming....Pages 593-605
Multilabel Classification on Heterogeneous Graphs with Gaussian Embeddings....Pages 606-622
M-Flash: Fast Billion-Scale Graph Computation Using a Bimodal Block Processing Model....Pages 623-640
Improving Locality Sensitive Hashing Based Similarity Search and Estimation for Kernels....Pages 641-656
Continuous Kernel Learning....Pages 657-673
Temporal PageRank....Pages 674-689
Discovering Topically- and Temporally-Coherent Events in Interaction Networks....Pages 690-705
Proactive Transfer Learning for Heterogeneous Feature and Label Spaces....Pages 706-721
Asynchronous Distributed Incremental Computation on Evolving Graphs....Pages 722-738
Infection Hot Spot Mining from Social Media Trajectories....Pages 739-755
Learning to Aggregate Using Uninorms....Pages 756-771
Sequential Labeling with Online Deep Learning: Exploring Model Initialization....Pages 772-788
Warped Matrix Factorisation for Multi-view Data Integration....Pages 789-804
Communication-Efficient Distributed Online Learning with Kernels....Pages 805-819
Back Matter....Pages 821-825