Advances in Intelligent Data Analysis XV: 15th International Symposium, IDA 2016, Stockholm, Sweden, October 13-15, 2016, Proceedings

Front Matter....Pages I-XIII
DSCo-NG: A Practical Language Modeling Approach for Time Series Classification....Pages 1-13
Ranking Accuracy for Logistic-GEE Models....Pages 14-25
The Morality Machine: Tracking Moral Values in Tweets....Pages 26-37
A Hybrid Approach for Probabilistic Relational Models Structure Learning....Pages 38-49
On the Impact of Data Set Size in Transfer Learning Using Deep Neural Networks....Pages 50-60
Obtaining Shape Descriptors from a Concave Hull-Based Clustering Algorithm....Pages 61-72
Visual Perception of Discriminative Landmarks in Classified Time Series....Pages 73-85
Spotting the Diffusion of New Psychoactive Substances over the Internet....Pages 86-97
Feature Selection Issues in Long-Term Travel Time Prediction....Pages 98-109
A Mean-Field Variational Bayesian Approach to Detecting Overlapping Communities with Inner Roles Using Poisson Link Generation....Pages 110-122
Online Semi-supervised Learning for Multi-target Regression in Data Streams Using AMRules....Pages 123-133
A Toolkit for Analysis of Deep Learning Experiments....Pages 134-145
The Optimistic Method for Model Estimation....Pages 146-157
Does Feature Selection Improve Classification? A Large Scale Experiment in OpenML....Pages 158-170
Learning from the News: Predicting Entity Popularity on Twitter....Pages 171-182
Multi-scale Kernel PCA and Its Application to Curvelet-Based Feature Extraction for Mammographic Mass Characterization....Pages 183-191
Weakly-Supervised Symptom Recognition for Rare Diseases in Biomedical Text....Pages 192-203
Estimating Sequence Similarity from Read Sets for Clustering Sequencing Data....Pages 204-214
Widened Learning of Bayesian Network Classifiers....Pages 215-225
Vote Buying Detection via Independent Component Analysis....Pages 226-236
Unsupervised Relation Extraction in Specialized Corpora Using Sequence Mining....Pages 237-248
A Framework for Interpolating Scattered Data Using Space-Filling Curves....Pages 249-260
Privacy-Awareness of Distributed Data Clustering Algorithms Revisited....Pages 261-272
Bi-stochastic Matrix Approximation Framework for Data Co-clustering....Pages 273-283
Sequential Cost-Sensitive Feature Acquisition....Pages 284-294
Explainable and Efficient Link Prediction in Real-World Network Data....Pages 295-307
DGRMiner: Anomaly Detection and Explanation in Dynamic Graphs....Pages 308-319
Similarity Based Hierarchical Clustering with an Application to Text Collections....Pages 320-331
Determining Data Relevance Using Semantic Types and Graphical Interpretation Cues....Pages 332-342
A First Step Toward Quantifying the Climate’s Information Production over the Last 68,000 Years....Pages 343-355
HAUCA Curves for the Evaluation of Biomarker Pilot Studies with Small Sample Sizes and Large Numbers of Features....Pages 356-367
Stability Evaluation of Event Detection Techniques for Twitter....Pages 368-380
IDA 2016 Industrial Challenge: Using Machine Learning for Predicting Failures....Pages 381-386
An Optimized k-NN Approach for Classification on Imbalanced Datasets with Missing Data....Pages 387-392
Combining Boosted Trees with Metafeature Engineering for Predictive Maintenance....Pages 393-397
Prediction of Failures in the Air Pressure System of Scania Trucks Using a Random Forest and Feature Engineering....Pages 398-402
Back Matter....Pages 403-404