Learning and Intelligent Optimization

Iterative-Deepening Search with On-Line Tree Size Prediction.- A Learning Optimization Algorithm in Graph Theory: Versatile Search for Extremal Graphs Using a Learning Algorithm.- A Math-Heuristic Dantzig-Wolfe Algorithm for the Capacitated Lot Sizing Problem.- Application of the Nested Rollout Policy Adaptation Algorithm to the Traveling Salesman Problem with Time Windows.- Parallel Algorithm Configuration.- Community Detection in Social and Biological Networks Using Differential Evolution.- A Study on Large Population MOEA Using Adaptive ε-Box Dominance and Neighborhood Recombination for Many.- Objective Optimization.- A Non-adaptive Stochastic Local Search Algorithm High-Dimensional Model-Based Optimization Based on Noisy Evaluations of Computer Games.- Pilot, Rollout and Monte Carlo Tree Search Methods for Job Shop Scheduling.- Minimizing Time When Applying Bootstrap to Contingency Tables Analysis of Genome-Wide Data.- Quantifying Homogeneity of Instance Sets for Algorithm Configuration.- Automatically Configuring Algorithms for Scaling Performance.- Upper Confidence Tree-Based Consistent Reactive Planning Application to MineSweeper.- Influence of the Migration Period in Parallel Distributed Gas for Dynamic Optimization.- A Hyper-Heuristic Inspired by Pearl Hunting.- Five Phase and Genetic Hive Hyper-Heuristics for the Cross-Domain Search.- Implicit Model Selection Based on Variable Transformations in Estimation of Distribution.- Improving the Exploration in Upper Confidence Trees.- Parallel GPU Implementation of Iterated Local Search for the Travelling Salesman Problem.- Evaluation of a Family of Reinforcement Learning Cross-Domain Optimization Heuristics.-Effect of SMS-EMOA Parameterizations on Hypervolume Decreases. - Effects of Speciation on Evolution of Neural Networks in Highly Dynamic Environments.- Natural Max-SAT Encoding of Min-SAT. A New Hyperheuristic Algorithm for Cross-Domain Search Problems.- Brain Cine-MRI Sequences Registration Using B-Spline Free-Form Deformations and MLSDO Dynamic Optimization Algorithm.- Global Optimization for Algebraic Geometry.- Clause Sharing in Parallel MaxSAT.- An Intelligent Hyper-Heuristic Framework for CHeSC 2011.