Learning and Intelligent Optimization: 5th International Conference, LION 5, Rome, Italy, January 17-21, 2011. Selected Papers

Front Matter....Pages -
Multivariate Statistical Tests for Comparing Classification Algorithms....Pages 1-15
Using Hyperheuristics under a GP Framework for Financial Forecasting....Pages 16-30
On the Effect of Connectedness for Biobjective Multiple and Long Path Problems....Pages 31-45
Improving Parallel Local Search for SAT....Pages 46-60
Variable Neighborhood Search for the Time-Dependent Vehicle Routing Problem with Soft Time Windows....Pages 61-75
Solving the Two-Dimensional Bin Packing Problem with a Probabilistic Multi-start Heuristic....Pages 76-90
Genetic Diversity and Effective Crossover in Evolutionary Many-objective Optimization....Pages 91-105
An Optimal Stopping Strategy for Online Calibration in Local Search....Pages 106-115
Analyzing the Effect of Objective Correlation on the Efficient Set of MNK-Landscapes....Pages 116-130
Instance-Based Parameter Tuning via Search Trajectory Similarity Clustering....Pages 131-145
Effective Probabilistic Stopping Rules for Randomized Metaheuristics: GRASP Implementations....Pages 146-160
A Classifier-Assisted Framework for Expensive Optimization Problems: A Knowledge-Mining Approach....Pages 161-175
Robust Gaussian Process-Based Global Optimization Using a Fully Bayesian Expected Improvement Criterion....Pages 176-190
Hierarchical Hidden Conditional Random Fields for Information Extraction....Pages 191-202
Solving Extremely Difficult MINLP Problems Using Adaptive Resolution Micro-GA with Tabu Search....Pages 203-217
Adaptive Abnormality Detection on ECG Signal by Utilizing FLAC Features....Pages 218-225
Gravitational Interactions Optimization....Pages 226-237
On the Neutrality of Flowshop Scheduling Fitness Landscapes....Pages 238-252
A Reinforcement Learning Approach for the Flexible Job Shop Scheduling Problem....Pages 253-262
Supervised Learning Linear Priority Dispatch Rules for Job-Shop Scheduling....Pages 263-277
Fine-Tuning Algorithm Parameters Using the Design of Experiments Approach....Pages 278-292
MetaHybrid: Combining Metamodels and Gradient-Based Techniques in a Hybrid Multi-Objective Genetic Algorithm....Pages 293-307
Designing Stream Cipher Systems Using Genetic Programming....Pages 308-320
GPU-Based Multi-start Local Search Algorithms....Pages 321-335
Active Learning of Combinatorial Features for Interactive Optimization....Pages 336-350
A Genetic Algorithm Hybridized with the Discrete Lagrangian Method for Trap Escaping....Pages 351-363
Greedy Local Improvement of SPEA2 Algorithm to Solve the Multiobjective Capacitated Transshipment Problem....Pages 364-378
Hybrid Population-Based Incremental Learning Using Real Codes....Pages 379-391
Pareto Autonomous Local Search....Pages 392-406
Transforming Mathematical Models Using Declarative Reformulation Rules....Pages 407-422
Learning Heuristic Policies – A Reinforcement Learning Problem....Pages 423-432
Continuous Upper Confidence Trees....Pages 433-445
Towards an Intelligent Non-stationary Performance Prediction of Engineering Systems....Pages 446-449
Local Search for Constrained Financial Portfolio Selection Problems with Short Sellings....Pages 450-453
Clustering of Local Optima in Combinatorial Fitness Landscapes....Pages 454-457
Multi-Objective Optimization with an Adaptive Resonance Theory-Based Estimation of Distribution Algorithm: A Comparative Study....Pages 458-472
Multi-Objective Differential Evolution with Adaptive Control of Parameters and Operators....Pages 473-487
Distribution of Computational Effort in Parallel MOEA/D....Pages 488-502
Multi Objective Genetic Programming for Feature Construction in Classification Problems....Pages 503-506
Sequential Model-Based Optimization for General Algorithm Configuration....Pages 507-523
Generalising Algorithm Performance in Instance Space: A Timetabling Case Study....Pages 524-538
A Hybrid Fish Swarm Optimisation Algorithm for Solving Examination Timetabling Problems....Pages 539-551
The Sandpile Mutation Operator for Genetic Algorithms....Pages 552-566
Self-adaptation Techniques Applied to Multi-Objective Evolutionary Algorithms....Pages 567-581
Analysing the Performance of Different Population Structures for an Agent-Based Evolutionary Algorithm....Pages 582-585
EDACC - An Advanced Platform for the Experiment Design, Administration and Analysis of Empirical Algorithms....Pages 586-599
HAL: A Framework for the Automated Analysis and Design of High-Performance Algorithms....Pages 600-615
 Hyperion – A Recursive Hyper-Heuristic Framework....Pages 616-630
The Cross-Domain Heuristic Search Challenge – An International Research Competition....Pages 631-634
Back Matter....Pages -