This book constitutes the refereed proceedings of the 5th International Conference on Evolutionary Multi-Criterion Optimization, EMO 2009, held in Nantes, France in April 2009.
The 39 revised full papers presented together with 5 invited talks were carefully reviewed and selected from 72 submissions. The papers are organized in topical sections on theoretical analysis, uncertainty and noise, algorithm development, performance analysis and comparison, applications, MCDM Track, Many objectives, alternative methods, as well as EMO and MCDA.
Author(s): Manuel Laguna (auth.), Matthias Ehrgott, Carlos M. Fonseca, Xavier Gandibleux, Jin-Kao Hao, Marc Sevaux (eds.)
Series: Lecture Notes in Computer Science 5467 : Theoretical Computer Science and General Issues
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009
Language: English
Pages: 586
Tags: Algorithm Analysis and Problem Complexity; Numeric Computing; Artificial Intelligence (incl. Robotics)
Front Matter....Pages -
Scatter Search and Path Relinking....Pages 1-1
Ant Colony Optimization....Pages 2-2
Constraint Programming....Pages 3-3
Discrete Multiobjective Optimization....Pages 4-4
Preference Models Used in Multiple Criteria Decision Making: Foundations and Assessment....Pages 5-5
Approximating the Least Hypervolume Contributor: NP-Hard in General, But Fast in Practice....Pages 6-20
Effects of 1-Greedy $\mathcal{S}$ -Metric-Selection on Innumerably Large Pareto Fronts....Pages 21-35
Noisy Multiobjective Optimization on a Budget of 250 Evaluations....Pages 36-50
On Uncertainty and Robustness in Evolutionary Optimization-Based MCDM....Pages 51-65
Feedback-Control Operators for Evolutionary Multiobjective Optimization....Pages 66-80
A Diversity Management Operator for Evolutionary Many-Objective Optimisation....Pages 81-94
Enhancing Decision Space Diversity in Evolutionary Multiobjective Algorithms....Pages 95-109
Solving Bilevel Multi-Objective Optimization Problems Using Evolutionary Algorithms....Pages 110-124
Application of MOGA Search Strategy to SVM Training Data Selection....Pages 125-139
On Using Populations of Sets in Multiobjective Optimization....Pages 140-154
Recombination for Learning Strategy Parameters in the MO-CMA-ES....Pages 155-168
Multi-Objective Optimisation Problems: A Symbolic Algorithm for Performance Measurement of Evolutionary Computing Techniques....Pages 169-182
On the Effect of the Steady-State Selection Scheme in Multi-Objective Genetic Algorithms....Pages 183-197
OCD: Online Convergence Detection for Evolutionary Multi-Objective Algorithms Based on Statistical Testing....Pages 198-215
Spread Assessment for Evolutionary Multi-Objective Optimization....Pages 216-230
An Improved Version of Volume Dominance for Multi-Objective Optimisation....Pages 231-245
Solving Bi-objective Many-Constraint Bin Packing Problems in Automobile Sheet Metal Forming Processes....Pages 246-260
Robust Design of Noise Attenuation Barriers with Evolutionary Multiobjective Algorithms and the Boundary Element Method....Pages 261-274
Bi-objective Optimization for the Vehicle Routing Problem with Time Windows: Using Route Similarity to Enhance Performance....Pages 275-289
Multi-criteria Curriculum-Based Course Timetabling—A Comparison of a Weighted Sum and a Reference Point Based Approach....Pages 290-304
Optimizing the DFCN Broadcast Protocol with a Parallel Cooperative Strategy of Multi-Objective Evolutionary Algorithms....Pages 305-319
Evolutionary Multiobjective Optimization for Dynamic Hospital Resource Management....Pages 320-334
Multiobjective Decomposition of Positive Integer Matrix: Application to Radiotherapy....Pages 335-349
Comparison of MCDM and EMO Approaches in Wastewater Treatment Plan Design....Pages 350-364
A Trapezoidal Fuzzy Numbers-Based Approach for Aggregating Group Preferences and Ranking Decision Alternatives in MCDM....Pages 365-379
Multicriteria Relational Clustering: The Case of Binary Outranking Matrices....Pages 380-392
Towards the Early Diagnosis of Alzheimer’s Disease via a Multicriteria Classification Model....Pages 393-406
Many-Objective Optimization by Space Partitioning and Adaptive ε -Ranking on MNK-Landscapes....Pages 407-422
Online Objective Reduction to Deal with Many-Objective Problems....Pages 423-437
Adaptation of Scalarizing Functions in MOEA/D: An Adaptive Scalarizing Function-Based Multiobjective Evolutionary Algorithm....Pages 438-452
Combining Aggregation with Pareto Optimization: A Case Study in Evolutionary Molecular Design....Pages 453-467
Many-Objective Optimization for Knapsack Problems Using Correlation-Based Weighted Sum Approach....Pages 468-480
An Elitist GRASP Metaheuristic for the Multi-objective Quadratic Assignment Problem....Pages 481-494
Multi-Objective Particle Swarm Optimizers: An Experimental Comparison....Pages 495-509
Adapting to the Habitat: On the Integration of Local Search into the Predator-Prey Model....Pages 510-524
Multiobjective Distinct Candidates Optimization (MODCO): A Cluster-Forming Differential Evolution Algorithm....Pages 525-539
An Evolutionary Algorithm to Estimate the Nadir Point in MOLP....Pages 540-553
Interactive Evolutionary Multiobjective Optimization Using Robust Ordinal Regression....Pages 554-568
A Hybrid Integrated Multi-Objective Optimization Procedure for Estimating Nadir Point....Pages 569-583
Back Matter....Pages -
