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LNCS 11101Anne Auger, Carlos M. Fonseca, Nuno Lourenço, Penousal Machado, Luís Paquete, and Darrell Whitley (Eds.)

Parallel Problem Solving from Nature – PPSN XV

15th International Conference, Coimbra, Portugal, September 8–12, 2018, Proceedings, Part I
 
LNCS 11101
 
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Table of Contents

Book Frontmatter in PDF

Numerical Optimization

A Comparative Study of Large-Scale Variants of CMA-ES
Konstantinos Varelas, Anne Auger, Dimo Brockhoff, Nikolaus Hansen, Ouassim Ait ElHara, Yann Semet, Rami Kassab and Frédéric Barbaresco
LNCS 11101, p. 3 ff.
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Design of a Surrogate Model Assisted (1 + 1)-ES
Arash Kayhani and Dirk V. Arnold
LNCS 11101, p. 16 ff.
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Generalized Self-adapting Particle Swarm Optimization Algorithm
Mateusz Uliński, Adam Żychowski, Michał Okulewicz, Mateusz Zaborski and Hubert Kordulewski
LNCS 11101, p. 29 ff.
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PSO-Based Search Rules for Aerial Swarms Against Unexplored Vector Fields via Genetic Programming
Palina Bartashevich, Illya Bakurov, Sanaz Mostaghim and Leonardo Vanneschi
LNCS 11101, p. 41 ff.
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Towards an Adaptive CMA-ES Configurator
Sander van Rijn, Carola Doerr and Thomas Bäck
LNCS 11101, p. 54 ff.
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Combinatorial Optimization

A Probabilistic Tree-Based Representation for Non-convex Minimum Cost Flow Problems
Behrooz Ghasemishabankareh, Melih Ozlen, Frank Neumann and Xiaodong Li
LNCS 11101, p. 69 ff.
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Comparative Study of Different Memetic Algorithm Configurations for the Cyclic Bandwidth Sum Problem
Eduardo Rodriguez-Tello, Valentina Narvaez-Teran and Fréderic Lardeux
LNCS 11101, p. 82 ff.
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Efficient Recombination in the Lin-Kernighan-Helsgaun Traveling Salesman Heuristic
Renato Tinós, Keld Helsgaun and Darrell Whitley
LNCS 11101, p. 95 ff.
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Escherization with a Distance Function Focusing on the Similarity of Local Structure
Yuichi Nagata
LNCS 11101, p. 108 ff.
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Evolutionary Search of Binary Orthogonal Arrays
Luca Mariot, Stjepan Picek, Domagoj Jakobovic and Alberto Leporati
LNCS 11101, p. 121 ff.
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Heavy-Tailed Mutation Operators in Single-Objective Combinatorial Optimization
Tobias Friedrich, Andreas Göbel, Francesco Quinzan and Markus Wagner
LNCS 11101, p. 134 ff.
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Heuristics in Permutation GOMEA for Solving the Permutation Flowshop Scheduling Problem
G.H. Aalvanger, N.H. Luong, P.A.N. Bosman and D. Thierens
LNCS 11101, p. 146 ff.
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On the Performance of Baseline Evolutionary Algorithms on the Dynamic Knapsack Problem
Vahid Roostapour, Aneta Neumann and Frank Neumann
LNCS 11101, p. 158 ff.
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On the Synthesis of Perturbative Heuristics for Multiple Combinatorial Optimisation Domains
Christopher Stone, Emma Hart and Ben Paechter
LNCS 11101, p. 170 ff.
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Genetic Programming

EDDA-V2 – An Improvement of the Evolutionary Demes Despeciation Algorithm
Illya Bakurov, Leonardo Vanneschi, Mauro Castelli and Francesco Fontanella
LNCS 11101, p. 185 ff.
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Extending Program Synthesis Grammars for Grammar-Guided Genetic Programming
Stefan Forstenlechner, David Fagan, Miguel Nicolau and Michael O’Neill
LNCS 11101, p. 197 ff.
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Filtering Outliers in One Step with Genetic Programming
Uriel López, Leonardo Trujillo and Pierrick Legrand
LNCS 11101, p. 209 ff.
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GOMGE: Gene-Pool Optimal Mixing on Grammatical Evolution
Eric Medvet, Alberto Bartoli, Andrea De Lorenzo and Fabiano Tarlao
LNCS 11101, p. 223 ff.
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Self-adaptive Crossover in Genetic Programming: The Case of the Tartarus Problem
Thomas D. Griffiths and Anikó Ekárt
LNCS 11101, p. 236 ff.
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Multi-objective Optimization

A Decomposition-Based Evolutionary Algorithm for Multi-modal Multi-objective Optimization
Ryoji Tanabe and Hisao Ishibuchi
LNCS 11101, p. 249 ff.
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A Double-Niched Evolutionary Algorithm and Its Behavior on Polygon-Based Problems
Yiping Liu, Hisao Ishibuchi, Yusuke Nojima, Naoki Masuyama and Ke Shang
LNCS 11101, p. 262 ff.
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Artificial Decision Maker Driven by PSO: An Approach for Testing Reference Point Based Interactive Methods
Cristóbal Barba-González, Vesa Ojalehto, José García-Nieto, Antonio J. Nebro, Kaisa Miettinen and José F. Aldana-Montes
LNCS 11101, p. 274 ff.
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A Simple Indicator Based Evolutionary Algorithm for Set-Based Minmax Robustness
Yue Zhou-Kangas and Kaisa Miettinen
LNCS 11101, p. 286 ff.
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Extending the Speed-Constrained Multi-objective PSO (SMPSO) with Reference Point Based Preference Articulation
Antonio J. Nebro, Juan J. Durillo, José García-Nieto, Cristóbal Barba-González, Javier Del Ser, Carlos A. Coello Coello, Antonio Benítez-Hidalgo and José F. Aldana-Montes
LNCS 11101, p. 298 ff.
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Improving 1by1EA to Handle Various Shapes of Pareto Fronts
Yiping Liu, Hisao Ishibuchi, Yusuke Nojima, Naoki Masuyama and Ke Shang
LNCS 11101, p. 311 ff.
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New Initialisation Techniques for Multi-objective Local Search: Application to the Bi-objective Permutation Flowshop
Aymeric Blot, Manuel López-Ibáñez, Marie-Éléonore Kessaci and Laetitia Jourdan
LNCS 11101, p. 323 ff.
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Towards a More General Many-objective Evolutionary Optimizer
Jesús Guillermo Falcón-Cardona and Carlos A. Coello Coello
LNCS 11101, p. 335 ff.
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Towards Large-Scale Multiobjective Optimisation with a Hybrid Algorithm for Non-dominated Sorting
Margarita Markina and Maxim Buzdalov
LNCS 11101, p. 347 ff.
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Tree-Structured Decomposition and Adaptation in MOEA/D
Hanwei Zhang and Aimin Zhou
LNCS 11101, p. 359 ff.
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Use of Reference Point Sets in a Decomposition-Based Multi-Objective Evolutionary Algorithm
Edgar Manoatl Lopez and Carlos A. Coello Coello
LNCS 11101, p. 372 ff.
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Use of Two Reference Points in Hypervolume-Based Evolutionary Multiobjective Optimization Algorithms
Hisao Ishibuchi, Ryo Imada, Naoki Masuyama and Yusuke Nojima
LNCS 11101, p. 384 ff.
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Parallel and Distributed Frameworks

Introducing an Event-Based Architecture for Concurrent and Distributed Evolutionary Algorithms
Juan J. Merelo Guervós and J. Mario García-Valdez
LNCS 11101, p. 399 ff.
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Analyzing Resilience to Computational Glitches in Island-Based Evolutionary Algorithms
Rafael Nogueras and Carlos Cotta
LNCS 11101, p. 411 ff.
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Spark Clustering Computing Platform Based Parallel Particle Swarm Optimizers for Computationally Expensive Global Optimization
Qiqi Duan, Lijun Sun and Yuhui Shi
LNCS 11101, p. 424 ff.
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Weaving of Metaheuristics with Cooperative Parallelism
Jheisson López, Danny Múnera, Daniel Diaz and Salvador Abreu
LNCS 11101, p. 436 ff.
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Applications

Conditional Preference Learning for Personalized and Context-Aware Journey Planning
Mohammad Haqqani, Homayoon Ashrafzadeh, Xiaodong Li and Xinghuo Yu
LNCS 11101, p. 451 ff.
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Critical Fractile Optimization Method Using Truncated Halton Sequence with Application to SAW Filter Design
Kiyoharu Tagawa
LNCS 11101, p. 464 ff.
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Directed Locomotion for Modular Robots with Evolvable Morphologies
Gongjin Lan, Milan Jelisavcic, Diederik M. Roijers, Evert Haasdijk and A.E. Eiben
LNCS 11101, p. 476 ff.
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Optimisation and Illumination of a Real-World Workforce Scheduling and Routing Application (WSRP) via Map-Elites
Neil Urquhart and Emma Hart
LNCS 11101, p. 488 ff.
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Prototype Discovery Using Quality-Diversity
Alexander Hagg, Alexander Asteroth and Thomas Bäck
LNCS 11101, p. 500 ff.
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Sparse Incomplete LU-Decomposition for Wave Farm Designs Under Realistic Conditions
Dídac Rodríguez Arbonès, Nataliia Y. Sergiienko, Boyin Ding, Oswin Krause, Christian Igel and Markus Wagner
LNCS 11101, p. 512 ff.
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Understanding Climate-Vegetation Interactions in Global Rainforests Through a GP-Tree Analysis
Anuradha Kodali, Marcin Szubert, Kamalika Das, Sangram Ganguly and Joshua Bongard
LNCS 11101, p. 525 ff.
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