This book constitutes the refereed proceedings of the Third International Symposium on Statistical Learning and Data Sciences, SLDS 2015, held in Egham, Surrey, UK, April 2015.
The 36 revised full papers presented together with 2 invited papers were carefully reviewed and selected from 59 submissions. The papers are organized in topical sections on statistical learning and its applications, conformal prediction and its applications, new frontiers in data analysis for nuclear fusion, and geometric data analysis.
Learning with Intelligent Teacher: Similarity Control and Knowledge Transfer.-?Statistical Inference Problems and Their Rigorous Solutions.-?Feature Mapping Through Maximization of the Atomic Interclass Distances.-?Adaptive Design of Experiments for Sobol Indices Estimation Based on Quadratic Metamodel.-?GoldenEye++: A Closer Look into the Black Box.-?Gaussian Process Regression for Structured Data Sets.-?Adaptive Design of Experiments Based on Gaussian Processes.-?Forests of Randomized Shapelet Trees.-?Aggregation of Adaptive Forecasting Algorithms Under Asymmetric Loss Function.-?Visualization and Analysis of Multiple Time Series by Beanplot PCA.-?Recursive SVM Based on TEDA.-?RDE with Forgetting: An Approximate Solution for Large Values of k with an Application to Fault Detection Problems.-?Sit-to-Stand Movement Recognition Using Kinect.-?Additive Regularization of Topic Models for Topic Selection and Sparse Factorization.-?Social Web-Based Anxiety Indexs Predictive Information on S&P 500 Revisited.-?Exploring the Link Between Gene Expression and Protein Binding by Integrating mRNA Microarray and ChIP-Seq Data.-?Evolving Smart URL Filter in a Zone-Based Policy Firewall for Detecting Algorithmically Generated Malicious Domains.-?Lattice-Theoretic Approach to Version Spaces in Qualitative Decision Making.-?A Comparison of Three Implementations of Multi-Label Conformal Prediction.-?Modifications to p-Values of Conformal Predictors.-lă,