Table of Contents
I Theoretical Issues
Automated Innovization for Simultaneous Discovery of Multiple Rules in Bi-objective Problems Sunith Bandaru Kalyanmoy Deb 1
A Taxonomy of Online Stopping Criteria for Multi-Objective Evolutionary Algorithms Tobias Wagner Heike Trautmann Luis Martí 16
Not All Parents Are Equal for Mo-Cma-Es Ilya Loshchilov Marc Schoenauer Michèle Sebag 31
On Sequential Online Archiving of Objective Vectors Manuel López-Ibánez Joshua Knowles Marco Laumanns 46
On a Stochastic Differential Equation Approach for Multiobjective Optimization up to Pareto-Criticality Ricardo H. c. Takahashi Eduardo G. Carrano Elizabeth F. Wanner 61
Pareto Cone ε-Dominance: Improving Convergence and Diversity in Multiobjective Evolutionary Algorithms Lucas S. Batista Felipe Campelo Frederico G. Guimaraes Jaime A. Ramírez 76
Variable Preference Modeling Using Multi-Objective Evolutionary Algorithms Christian Hirsch Pradyumn Kumar Shukla Hartmut Schmeck 91
On the Computation of the Empirical Attainment Function Carlos M. Fonseca Andreia P. Guerreiro Manuel López-lbánez Luís Paquete 106
Computing Hypervolume Contributions in Low Dimensions: Asymptotically Optimal Algorithm and Complexity Results Michael T.M. Emmerich Carlos M. Fonseca 121
Preference-Driven Co-evolutionary Algorithms Show Promise for Many-Objective Optimisation Robin C. Purshouse Cezar Jalba Peter J. Fleming 136
Adaptive Objective Space Partitioning Using Conflict Information for Many-Objective Optimization Antonio Lopez Jaimes Carlos A. Coello Coello Hernán Aguirre Kiyoshi Tanaka 151
Effects of the Existence of Highly Correlated Objectives on the Behavior of MOEA/D Hisao Ishibuchi yasuhiro Hitotsuyanagi Hiroyuki Ohyanagi Yusuke Nojima 166
Improved Random One-Bit Climbers with Adaptive ε-Ranking and Tabu Moves for Many-Objective Optimization Joseph M. Pasia Hernán Aguirre Kiyoshi Tanaka 182
Framework for Many-Objective Test Problems with Both Simple and Complicated Pareto-Set Shapes Dhish Kumar Saxena Qingfu Zhang João A. Duro Ashutosh Tiwari 197
II Algorithms
A Preference Based Interactive Evolutionary Algorithm for Multi-objective Optimization: PIE Karthik Sindhya Ana Belen Ruiz Kaisa Miettinen 212
Preference Ranking Schemes in Multi-Objective Evolutionary Algorithms Marlon Alexander Braun Pradyumn Kumar Shukla Hartmut Schmeck 226
Interactive Multiobjective Mixed-Integer Optimization Using Dominance-Based Rough Set Approach Salvatore Greco Benedetto Matarazzo Roman Stowinski 241
Very Large-Scale Neighborhood Search for Solving Multiobjective Combinatorial Optimization Problems Thibaut Lust Jacques Teghem Daniel Tuyttens 254
Bilevel Multi-objective Optimization Problem Solving Using Progressively Interactive EMO Ankur Sinha 269
Multi-objective Phylogenetic Algorithm: Solving Multi-objective Decomposable Deceptive Problems Jean Paulo Martins Antonio Helson Mineiro Soares Danilo Vasconcellos Vargas Alexandre Cláudio Botazzo Delbem 285
Multi-objective Optimization with Joint Probabilistic Modeling of Objectives and Variables Hossein Karshenas Roberto Santana Concha Bielza Pedro Larrañaga 298
A Bi-objective Based Hybrid Evolutionary-Classical Algorithm for Handling Equality Constraints Rituparna Datta Kalyanmoy Deb 313
A New Memory Based Variable-Length Encoding Genetic Algorithm for Multiobjective Optimization Eduardo G. Carrano Lívia A. Moreira Ricardo H.C.Takahashi 328
A Concentration-Based Artificial Immune Network for Multi-objective Optimization Guilherme Palermo Coelho Fernando J. Von Zuben 343
III Applications
Bi-objective Portfolio Optimization Using a Customized Hybrid NSGAL-II Procedure Kalyanmoy Deb Ralph E. Steuer Rajat Tewari Rahul Tewari 358
Aesthetic Design Using Multi-Objective Evolutionary Algorithms António Gaspar-Cunha Dirk Loyens Ferrie van Hattum 374
Introducing Reference Point Using g-Dominance in Optimum Design Considering Uncertainties: An Application in Structural Engineering David Greiner Blas Galván José M. Emperador Máximo Méndez Gabriel Winter 389
Multiobjective Dynamic Optimization of Vaccination Campaigns Using Convex Quadratic Approximation Local Search André R. da Cruz Rodrigo T.N. Cardoso Ricardo H.c.Takahashi 404
Adaptive Technique to Solve Multi-objective Feeder Reconfiguration Problem in Real Time Context Carlos Henrique N. de Resende Barbosa Walmir Matos Caminhas Joao Antonio de Vasconcelos 418
Variable Neighborhood Multiobjective Genetic Algorithm for the Optimization of Routes on IP Networks Renata E.Onety Gladston J.P. Moreira Oriane M. Neto Ricardo H.C. Takahashi 433
Real-Time Estimation of Optical Flow Based on Optimized Haar Wavelet Features Jan Salmen Lukas Caup Christian Igel 448
Multi-objective Genetic Algorithm Evaluation in Feature Selection Newton Spolaôr Ana Carolina Lorena Huei Diana Lee 462
A Cultural Algorithm Applied in a Bi-Objective Uncapacitated Facility Location Problem Guillermo Cabrera José Miguel Rubio Daniela Díaz Boris Fernández Claudio Cubillos Ricardo Soto 477
A Bi-objective Iterated Local Search Heuristic with Path-Relinking for the p-Median Problem José E.C. Arroyo André G. Santos Paula M. dos Santos Wellington G.Ribeiro 492
A Framework for Locating Logistic Facilities with Multi-Criteria Decision Analysis Gilberto Montibeller Hugo Yoshizaki 505
Lorenz versus Pareto Dominance in a Single Machine Scheduling Problem with Rejection Atefeh Moghaddam Farouk Yalaoui Lionel Amodeo 520
Grace: A Generational Randomized ACO for the Multi-objective Shortest Path Problem Leonardo C.T. Bezerra Elizabeth F.G.Goldbarg Luciana S. Buriol Marco C. Goldbarg 535
IV MCDM
Modeling Decision-Maker Preferences through Utility Function Level Sets Luciana R. Pedro Ricardo H. C.Takahashi 550
A MCDM Model for Urban Water Conservation Strategies Adapting Simos Procedure for Evaluating Alternatives Intra-criteria Marcele Elisa Fontana Danielle Costa Morais Adiel Teixeira de Almeida 564
A Multicriteria Decision Model for a Combined Burn-In and Replacement Policy Cristiano Alexandre Virgínio Cavalcante
Applying a MultiCriteria Decision Model So as to Analyse the Consequences of Failures Observed in RCM Methodology Marcelo Hazin Alencar Adiel TeiXeira Almeida 594
Supplier Selection Based on the PROMETHEE VI Multicriteria Method Luciana Alencar Adiel Almeida 608
Author Index 619
