Statistical Learning and Data Sciences: Third International Symposium, SLDS 2015, Egham, UK, April 20-23, 2015, Proceedings

Front Matter....Pages I-XIV
Front Matter....Pages 1-1
Learning with Intelligent Teacher: Similarity Control and Knowledge Transfer....Pages 3-32
Statistical Inference Problems and Their Rigorous Solutions....Pages 33-71
Front Matter....Pages 73-73
Feature Mapping Through Maximization of the Atomic Interclass Distances....Pages 75-85
Adaptive Design of Experiments for Sobol Indices Estimation Based on Quadratic Metamodel....Pages 86-95
GoldenEye++: A Closer Look into the Black Box....Pages 96-105
Gaussian Process Regression for Structured Data Sets....Pages 106-115
Adaptive Design of Experiments Based on Gaussian Processes....Pages 116-125
Forests of Randomized Shapelet Trees....Pages 126-136
Aggregation of Adaptive Forecasting Algorithms Under Asymmetric Loss Function....Pages 137-146
Visualization and Analysis of Multiple Time Series by Beanplot PCA....Pages 147-155
Recursive SVM Based on TEDA....Pages 156-168
RDE with Forgetting: An Approximate Solution for Large Values of $$k$$ with an Application to Fault Detection Problems....Pages 169-178
Sit-to-Stand Movement Recognition Using Kinect....Pages 179-192
Additive Regularization of Topic Models for Topic Selection and Sparse Factorization....Pages 193-202
Social Web-Based Anxiety Index’s Predictive Information on S&P 500 Revisited....Pages 203-213
Exploring the Link Between Gene Expression and Protein Binding by Integrating mRNA Microarray and ChIP-Seq Data....Pages 214-222
Evolving Smart URL Filter in a Zone-Based Policy Firewall for Detecting Algorithmically Generated Malicious Domains....Pages 223-233
Lattice-Theoretic Approach to Version Spaces in Qualitative Decision Making....Pages 234-238
Front Matter....Pages 239-239
A Comparison of Three Implementations of Multi-Label Conformal Prediction....Pages 241-250
Modifications to p-Values of Conformal Predictors....Pages 251-259
Front Matter....Pages 239-239
Cross-Conformal Prediction with Ridge Regression....Pages 260-270
Handling Small Calibration Sets in Mondrian Inductive Conformal Regressors....Pages 271-280
Conformal Anomaly Detection of Trajectories with a Multi-class Hierarchy....Pages 281-290
Model Selection Using Efficiency of Conformal Predictors....Pages 291-300
Confidence Sets for Classification....Pages 301-312
Conformal Clustering and Its Application to Botnet Traffic....Pages 313-322
Interpretation of Conformal Prediction Classification Models....Pages 323-334
Front Matter....Pages 335-335
Confinement Regime Identification Using Artificial Intelligence Methods....Pages 337-346
How to Handle Error Bars in Symbolic Regression for Data Mining in Scientific Applications....Pages 347-355
Applying Forecasting to Fusion Databases....Pages 356-365
Computationally Efficient Five-Class Image Classifier Based on Venn Predictors....Pages 366-375
SOM and Feature Weights Based Method for Dimensionality Reduction in Large Gauss Linear Models....Pages 376-385
Front Matter....Pages 387-387
Assigning Objects to Classes of a Euclidean Ascending Hierarchical Clustering....Pages 389-396
The Structure of Argument: Semantic Mapping of US Supreme Court Cases....Pages 397-405
Supporting Data Analytics for Smart Cities: An Overview of Data Models and Topology....Pages 406-413
Manifold Learning in Regression Tasks....Pages 414-423
Random Projection Towards the Baire Metric for High Dimensional Clustering....Pages 424-431
Optimal Coding for Discrete Random Vector....Pages 432-441
Back Matter....Pages 443-444