Learning and Intelligent Optimization: 7th International Conference, LION 7, Catania, Italy, January 7-11, 2013, Revised Selected Papers

Front Matter....Pages i-xv
Interleaving Innovization with Evolutionary Multi-Objective Optimization in Production System Simulation for Faster Convergence....Pages 1-18
Intelligent Optimization for the Minimum Labelling Spanning Tree Problem....Pages 19-23
A Constraint Satisfaction Approach to Tractable Theory Induction....Pages 24-29
Features for Exploiting Black-Box Optimization Problem Structure....Pages 30-36
MOCA-I: Discovering Rules and Guiding Decision Maker in the Context of Partial Classification in Large and Imbalanced Datasets....Pages 37-51
Sharing Information in Parallel Search with Search Space Partitioning....Pages 52-58
Fast Computation of the Multi-Points Expected Improvement with Applications in Batch Selection....Pages 59-69
R2-EMOA: Focused Multiobjective Search Using R2-Indicator-Based Selection....Pages 70-74
A Heuristic Algorithm for the Set Multicover Problem with Generalized Upper Bound Constraints....Pages 75-80
A Genetic Algorithm Approach for the Multidimensional Two-Way Number Partitioning Problem....Pages 81-86
Adaptive Dynamic Load Balancing in Heterogeneous Multiple GPUs-CPUs Distributed Setting: Case Study of B&B Tree Search....Pages 87-103
Multi-Objective Optimization for Relevant Sub-graph Extraction....Pages 104-109
PROGRESS: Progressive Reinforcement-Learning-Based Surrogate Selection....Pages 110-124
Neutrality in the Graph Coloring Problem....Pages 125-130
Kernel Multi Label Vector Optimization (kMLVO): A Unified Multi-Label Classification Formalism....Pages 131-137
Robust Benchmark Set Selection for Boolean Constraint Solvers....Pages 138-152
Boosting Sequential Solver Portfolios: Knowledge Sharing and Accuracy Prediction....Pages 153-167
A Fast and Adaptive Local Search Algorithm for Multi-Objective Optimization....Pages 168-173
An Analysis of Hall-of-Fame Strategies in Competitive Coevolutionary Algorithms for Self-Learning in RTS Games....Pages 174-188
Resources Optimization in (Video) Games: A Novel Approach to Teach Applied Mathematics?....Pages 189-195
CMF: A Combinatorial Tool to Find Composite Motifs....Pages 196-208
Hill-Climbing Behavior on Quantized NK-Landscapes....Pages 209-214
Neighborhood Specification for Game Strategy Evolution in a Spatial Iterated Prisoner’s Dilemma Game....Pages 215-230
A Study on the Specification of a Scalarizing Function in MOEA/D for Many-Objective Knapsack Problems....Pages 231-246
Portfolio with Block Branching for Parallel SAT Solvers....Pages 247-252
Parameter Setting with Dynamic Island Models....Pages 253-258
A Simulated Annealing Algorithm for the Vehicle Routing Problem with Time Windows and Synchronization Constraints....Pages 259-265
Racing with a Fixed Budget and a Self-Adaptive Significance Level....Pages 266-271
An Efficient Best Response Heuristic for a Non-preemptive Strictly Periodic Scheduling Problem....Pages 272-280
Finding an Evolutionary Solution to the Game of Mastermind with Good Scaling Behavior....Pages 281-287
A Fast Local Search Approach for Multiobjective Problems....Pages 288-293
Generating Customized Landscapes in Permutation-Based Combinatorial Optimization Problems....Pages 294-298
Multiobjective Evolution of Mixed Nash Equilibria....Pages 299-303
Hybridizing Constraint Programming and Monte-Carlo Tree Search: Application to the Job Shop Problem....Pages 304-314
From Grammars to Parameters: Automatic Iterated Greedy Design for the Permutation Flow-Shop Problem with Weighted Tardiness....Pages 315-320
Architecture for Monitoring Learning Processes Using Video Games....Pages 321-334
Quality Measures of Parameter Tuning for Aggregated Multi-Objective Temporal Planning....Pages 335-340
Evolutionary FSM-Based Agents for Playing Super Mario Game....Pages 341-356
Identifying Key Algorithm Parameters and Instance Features Using Forward Selection....Pages 357-363
Using Racing to Automatically Configure Algorithms for Scaling Performance....Pages 364-381
Algorithm Selection for the Graph Coloring Problem....Pages 382-388
Batched Mode Hyper-heuristics....Pages 389-403
Tuning Algorithms for Tackling Large Instances: An Experimental Protocol....Pages 404-409
Automated Parameter Tuning Framework for Heterogeneous and Large Instances: Case Study in Quadratic Assignment Problem....Pages 410-422
Practically Desirable Solutions Search on Multi-Objective Optimization....Pages 423-437
Oversized Populations and Cooperative Selection: Dealing with Massive Resources in Parallel Infrastructures....Pages 438-443
Effects of Population Size on Selection and Scalability in Evolutionary Many-Objective Optimization....Pages 444-449
A Novel Feature Selection Method for Classification Using a Fuzzy Criterion....Pages 450-454
Back Matter....Pages 455-467
....Pages 469-470