Discovery Science: 19th International Conference, DS 2016, Bari, Italy, October 19–21, 2016, Proceedings

Front Matter....Pages I-XXI
Front Matter....Pages 1-1
Exceptional Preferences Mining....Pages 3-18
Local Subgroup Discovery for Eliciting and Understanding New Structure-Odor Relationships....Pages 19-34
InterSet: Interactive Redescription Set Exploration....Pages 35-50
Expect the Unexpected – On the Significance of Subgroups....Pages 51-66
Min-Hashing for Probabilistic Frequent Subtree Feature Spaces....Pages 67-82
Front Matter....Pages 83-83
STIFE: A Framework for Feature-Based Classification of Sequences of Temporal Intervals....Pages 85-100
Approximating Numeric Role Fillers via Predictive Clustering Trees for Knowledge Base Enrichment in the Web of Data....Pages 101-117
Option Predictive Clustering Trees for Multi-target Regression....Pages 118-133
HSIM: A Supervised Imputation Method for Hierarchical Classification Scenario....Pages 134-148
Front Matter....Pages 149-149
Predicting Cargo Train Failures: A Machine Learning Approach for a Lightweight Prototype....Pages 151-166
Predicting Bug-Fix Time: Using Standard Versus Topic-Based Text Categorization Techniques....Pages 167-182
Predicting Wildfires....Pages 183-197
Recognizing Family, Genus, and Species of Anuran Using a Hierarchical Classification Approach....Pages 198-212
Evolution Analysis of Call Ego-Networks....Pages 213-225
Front Matter....Pages 227-227
Ensemble Diversity in Evolving Data Streams....Pages 229-244
Learning Ensembles of Process-Based Models by Bagging of Random Library Samples....Pages 245-260
Early Random Shapelet Forest....Pages 261-276
Front Matter....Pages 277-277
Shorter Rules Are Better, Aren’t They?....Pages 279-294
Exploiting Spatial Correlation of Spectral Signature for Training Data Selection in Hyperspectral Image Classification....Pages 295-309
A Comparison of Different Data Transformation Approaches in the Feature Ranking Context....Pages 310-324
Front Matter....Pages 277-277
On Selection Bias with Imbalanced Classes....Pages 325-340
A Framework for Classification in Data Streams Using Multi-strategy Learning....Pages 341-355
Front Matter....Pages 357-357
Anomaly Detection in Networks with Temporal Information....Pages 359-375
Accelerating Computation of Distance Based Centrality Measures for Spatial Networks....Pages 376-391
A Semi-supervised Approach to Measuring User Privacy in Online Social Networks....Pages 392-407
On Using Temporal Networks to Analyze User Preferences Dynamics....Pages 408-423
Front Matter....Pages 425-425
Soft Kernel Target Alignment for Two-Stage Multiple Kernel Learning....Pages 427-441
Unsupervised Anomaly Detection in Noisy Business Process Event Logs Using Denoising Autoencoders....Pages 442-456
DeepRED – Rule Extraction from Deep Neural Networks....Pages 457-473
Ligand Affinity Prediction with Multi-pattern Kernels....Pages 474-489
Back Matter....Pages 491-492