Machine Learning, Optimization, and Big Data First International Workshop, MOD 2015, Taormina, Sicily, Italy, July 21-23, 2015, Revised Selected Papers

Learning with discrete least squares on multivariate polynomial spaces using

evaluations at random or low-discrepancy point sets.- Automatic Tuning of Algorithms through Sensitivity Minimization.- Step down and step up statistical procedures for stock selection with Sharp ratio.- Differentiating the multipoint Expected Improvement for optimal batch design.- Dynamic Detection of Transportation Modes using Keypoint Prediction.- Effect of the dynamic topology on the performance of PSO-2S algorithm for continuous optimization.- Heuristic for Site-Dependent Truck and Trailer Routing Problem with Soft and Hard Time Windows and Split Deliveries.- Cross-Domain Matrix Factorization for Multiple Implicit-Feedback Domains.- Advanced Metamodeling Techniques Applied to Multidimensional Applications with Piecewise Responses.- Alternating direction method of multipliers for regularized multiclass support vector machines.- Tree-Based Response Surface Analysis.- A Single-Facility Manifold Location Routing Problem with an Application to Supply Chain Management and Robotics.- An Ecient Many-Core Implementation for Semi-Supervised Support Vector Machines.- Intent Recognition in a Simulated Maritime Multi-Agent Domain.- An Adaptive Classification Framework for Unsupervised Model Updating in Nonstationary Environments.- Global Optimization with Sparse and Local Gaussian Process Models.- Condense Mixed Convexity and Optimization with an Application in Data Service Optimization.- SoC-based pattern recognition device for Non Destructive Testing.