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283 results on '"Derbel, Bilel"'

1. Massively parallel CMA-ES with increasing population

Author

Redon, David, Fortin, Pierre, Derbel, Bilel, Tsuji, Miwako, and Sato, Mitsuhisa

Subjects
Computer Science - Distributed, Parallel, and Cluster Computing
Abstract

The Increasing Population Covariance Matrix Adaptation Evolution Strategy (IPOP-CMA-ES) algorithm is a reference stochastic optimizer dedicated to blackbox optimization, where no prior knowledge about the underlying problem structure is available. This paper aims at accelerating IPOP-CMA-ES thanks to high performance computing and parallelism when solving large optimization problems. We first show how BLAS and LAPACK routines can be introduced in linear algebra operations, and we then propose two strategies for deploying IPOP-CMA-ES efficiently on large-scale parallel architectures with thousands of CPU cores. The first parallel strategy processes the multiple searches in the same ordering as the sequential IPOP-CMA-ES, while the second one processes concurrently these multiple searches. These strategies are implemented in MPI+OpenMP and compared on 6144 cores of the supercomputer Fugaku. We manage to obtain substantial speedups (up to several thousand) and even super-linear ones, and we provide an in-depth analysis of our results to understand precisely the superior performance of our second strategy.

Published
2024

2. Speeding up the Multi-objective NAS Through Incremental Learning

Author

Garcia-Garcia, Cosijopii, Derbel, Bilel, Morales-Reyes, Alicia, Escalante, Hugo Jair, Goos, Gerhard, Series Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Martínez-Villaseñor, Lourdes, editor, and Ochoa-Ruiz, Gilberto, editor

Published
2025
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3. Scalable Quantum Approximate Optimiser for Pseudo-Boolean Multi-objective Optimisation

Author

Dahi, Zakaria Abdelmoiz, Chicano, Francisco, Luque, Gabriel, Derbel, Bilel, Alba, Enrique, Goos, Gerhard, Series Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Affenzeller, Michael, editor, Winkler, Stephan M., editor, Kononova, Anna V., editor, Trautmann, Heike, editor, Tušar, Tea, editor, Machado, Penousal, editor, and Bäck, Thomas, editor

Published
2024
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6. On the Combined Impact of Population Size and Sub-problem Selection in MOEA/D

Author

Pruvost, Geoffrey, Derbel, Bilel, Liefooghe, Arnaud, Li, Ke, and Zhang, Qingfu

Subjects
Computer Science - Neural and Evolutionary Computing, Computer Science - Artificial Intelligence
Abstract

This paper intends to understand and to improve the working principle of decomposition-based multi-objective evolutionary algorithms. We review the design of the well-established Moea/d framework to support the smooth integration of different strategies for sub-problem selection, while emphasizing the role of the population size and of the number of offspring created at each generation. By conducting a comprehensive empirical analysis on a wide range of multi-and many-objective combinatorial NK landscapes, we provide new insights into the combined effect of those parameters on the anytime performance of the underlying search process. In particular, we show that even a simple random strategy selecting sub-problems at random outperforms existing sophisticated strategies. We also study the sensitivity of such strategies with respect to the ruggedness and the objective space dimension of the target problem., Comment: European Conference on Evolutionary Computation in Combinatorial Optimization, Apr 2020, Seville, Spain

Published
2020
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7. Surrogate Assisted Evolutionary Algorithm for Medium Scale Expensive Multi-Objective Optimisation Problems

Author

Ruan, Xiaoran, Li, Ke, Derbel, Bilel, and Liefooghe, Arnaud

Subjects
Computer Science - Neural and Evolutionary Computing
Abstract

Building a surrogate model of an objective function has shown to be effective to assist evolutionary algorithms (EAs) to solve real-world complex optimisation problems which involve either computationally expensive numerical simulations or costly physical experiments. However, their effectiveness mostly focuses on small-scale problems with less than 10 decision variables. The scalability of surrogate assisted EAs (SAEAs) have not been well studied yet. In this paper, we propose a Gaussian process surrogate model assisted EA for medium-scale expensive multi-objective optimisation problems with up to 50 decision variables. There are three distinctive features of our proposed SAEA. First, instead of using all decision variables in surrogate model building, we only use those correlated ones to build the surrogate model for each objective function. Second, rather than directly optimising the surrogate objective functions, the original multi-objective optimisation problem is transformed to a new one based on the surrogate models. Last but not the least, a subset selection method is developed to choose a couple of promising candidate solutions for actual objective function evaluations thus to update the training dataset. The effectiveness of our proposed algorithm is validated on benchmark problems with 10, 20, 50 variables, comparing with three state-of-the-art SAEAs.

Published
2020

9. Decomposition-Based Multi-objective Landscape Features and Automated Algorithm Selection

Author

Cosson, Raphaël, Derbel, Bilel, Liefooghe, Arnaud, Aguirre, Hernán, Tanaka, Kiyoshi, Zhang, Qingfu, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Zarges, Christine, editor, and Verel, Sébastien, editor

Published
2021
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11. On Stochastic Fitness Landscapes: Local Optimality and Fitness Landscape Analysis for Stochastic Search Operators

Author

Aboutaib, Brahim, Verel, Sébastien, Fonlupt, Cyril, Derbel, Bilel, Liefooghe, Arnaud, Ahiod, Belaïd, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bäck, Thomas, editor, Preuss, Mike, editor, Deutz, André, editor, Wang, Hao, editor, Doerr, Carola, editor, Emmerich, Michael, editor, and Trautmann, Heike, editor

Published
2020
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12. On the Design of a Partition Crossover for the Quadratic Assignment Problem

Author

Abdelkafi, Omar, Derbel, Bilel, Liefooghe, Arnaud, Whitley, Darrell, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bäck, Thomas, editor, Preuss, Mike, editor, Deutz, André, editor, Wang, Hao, editor, Doerr, Carola, editor, Emmerich, Michael, editor, and Trautmann, Heike, editor

Published
2020
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13. Dominance, Indicator and Decomposition Based Search for Multi-objective QAP: Landscape Analysis and Automated Algorithm Selection

Author

Liefooghe, Arnaud, Verel, Sébastien, Derbel, Bilel, Aguirre, Hernan, Tanaka, Kiyoshi, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Bäck, Thomas, editor, Preuss, Mike, editor, Deutz, André, editor, Wang, Hao, editor, Doerr, Carola, editor, Emmerich, Michael, editor, and Trautmann, Heike, editor

Published
2020
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14. Dynamic Compartmental Models for Large Multi-objective Landscapes and Performance Estimation

Author

Monzón, Hugo, Aguirre, Hernán, Verel, Sébastien, Liefooghe, Arnaud, Derbel, Bilel, Tanaka, Kiyoshi, Goos, Gerhard, Founding Editor, Hartmanis, Juris, Founding Editor, Bertino, Elisa, Editorial Board Member, Gao, Wen, Editorial Board Member, Steffen, Bernhard, Editorial Board Member, Woeginger, Gerhard, Editorial Board Member, Yung, Moti, Editorial Board Member, Paquete, Luís, editor, and Zarges, Christine, editor

Published
2020
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15. Approximating Pareto Set Topology by Cubic Interpolation on Bi-objective Problems

Author

Marca, Yuri, Aguirre, Hernán, Martinez, Saúl Zapotecas, Liefooghe, Arnaud, Derbel, Bilel, Verel, Sébastien, Tanaka, Kiyoshi, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Deb, Kalyanmoy, editor, Goodman, Erik, editor, Coello Coello, Carlos A., editor, Klamroth, Kathrin, editor, Miettinen, Kaisa, editor, Mostaghim, Sanaz, editor, and Reed, Patrick, editor

Published
2019
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16. Estimating Relevance of Variables for Effective Recombination

Author

Ito, Taishi, Aguirre, Hernán, Tanaka, Kiyoshi, Liefooghe, Arnaud, Derbel, Bilel, Verel, Sébastien, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Deb, Kalyanmoy, editor, Goodman, Erik, editor, Coello Coello, Carlos A., editor, Klamroth, Kathrin, editor, Miettinen, Kaisa, editor, Mostaghim, Sanaz, editor, and Reed, Patrick, editor

Published
2019
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17. On the Impact of Multiobjective Scalarizing Functions

Author

Derbel, Bilel, Brockhoff, Dimo, Liefooghe, Arnaud, and Verel, Sébastien

Subjects
Computer Science - Artificial Intelligence
Abstract

Recently, there has been a renewed interest in decomposition-based approaches for evolutionary multiobjective optimization. However, the impact of the choice of the underlying scalarizing function(s) is still far from being well understood. In this paper, we investigate the behavior of different scalarizing functions and their parameters. We thereby abstract firstly from any specific algorithm and only consider the difficulty of the single scalarized problems in terms of the search ability of a (1+lambda)-EA on biobjective NK-landscapes. Secondly, combining the outcomes of independent single-objective runs allows for more general statements on set-based performance measures. Finally, we investigate the correlation between the opening angle of the scalarizing function's underlying contour lines and the position of the final solution in the objective space. Our analysis is of fundamental nature and sheds more light on the key characteristics of multiobjective scalarizing functions., Comment: appears in Parallel Problem Solving from Nature - PPSN XIII, Ljubljana : Slovenia (2014)

Published
2014

18. On Pareto Local Optimal Solutions Networks

Author

Liefooghe, Arnaud, Derbel, Bilel, Verel, Sébastien, López-Ibáñez, Manuel, Aguirre, Hernán, Tanaka, Kiyoshi, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Auger, Anne, editor, Fonseca, Carlos M., editor, Lourenço, Nuno, editor, Machado, Penousal, editor, Paquete, Luís, editor, and Whitley, Darrell, editor

Published
2018
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19. A Surrogate Model Based on Walsh Decomposition for Pseudo-Boolean Functions

Author

Verel, Sébastien, Derbel, Bilel, Liefooghe, Arnaud, Aguirre, Hernán, Tanaka, Kiyoshi, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Auger, Anne, editor, Fonseca, Carlos M., editor, Lourenço, Nuno, editor, Machado, Penousal, editor, Paquete, Luís, editor, and Whitley, Darrell, editor

Published
2018
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20. On the Design of a Master-Worker Adaptive Algorithm Selection Framework

Author

Jankee, Christopher, Verel, Sébastien, Derbel, Bilel, Fonlupt, Cyril, Hutchison, David, Series Editor, Kanade, Takeo, Series Editor, Kittler, Josef, Series Editor, Kleinberg, Jon M., Series Editor, Mattern, Friedemann, Series Editor, Mitchell, John C., Series Editor, Naor, Moni, Series Editor, Pandu Rangan, C., Series Editor, Steffen, Bernhard, Series Editor, Terzopoulos, Demetri, Series Editor, Tygar, Doug, Series Editor, Weikum, Gerhard, Series Editor, Lutton, Evelyne, editor, Legrand, Pierrick, editor, Parrend, Pierre, editor, Monmarché, Nicolas, editor, and Schoenauer, Marc, editor

Published
2018
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21. On Neighborhood Tree Search

Author

Derbel, Houda and Derbel, Bilel

Subjects
Computer Science - Other Computer Science
Abstract

We consider the neighborhood tree induced by alternating the use of different neighborhood structures within a local search descent. We investigate the issue of designing a search strategy operating at the neighborhood tree level by exploring different paths of the tree in a heuristic way. We show that allowing the search to 'backtrack' to a previously visited solution and resuming the iterative variable neighborhood descent by 'pruning' the already explored neighborhood branches leads to the design of effective and efficient search heuristics. We describe this idea by discussing its basic design components within a generic algorithmic scheme and we propose some simple and intuitive strategies to guide the search when traversing the neighborhood tree. We conduct a thorough experimental analysis of this approach by considering two different problem domains, namely, the Total Weighted Tardiness Problem (SMTWTP), and the more sophisticated Location Routing Problem (LRP). We show that independently of the considered domain, the approach is highly competitive. In particular, we show that using different branching and backtracking strategies when exploring the neighborhood tree allows us to achieve different trade-offs in terms of solution quality and computing cost., Comment: Genetic and Evolutionary Computation Conference (GECCO'12) (2012)

Published
2012

23. DAMS: Distributed Adaptive Metaheuristic Selection

Author

Derbel, Bilel and Verel, Sébastien

Subjects
Computer Science - Neural and Evolutionary Computing, Computer Science - Artificial Intelligence
Abstract

We present a distributed generic algorithm called DAMS dedicated to adaptive optimization in distributed environments. Given a set of metaheuristic, the goal of DAMS is to coordinate their local execution on distributed nodes in order to optimize the global performance of the distributed system. DAMS is based on three-layer architecture allowing node to decide distributively what local information to communicate, and what metaheuristic to apply while the optimization process is in progress. The adaptive features of DAMS are first addressed in a very general setting. A specific DAMS called SBM is then described and analyzed from both a parallel and an adaptive point of view. SBM is a simple, yet efficient, adaptive distributed algorithm using an exploitation component allowing nodes to select the metaheuristic with the best locally observed performance, and an exploration component allowing nodes to detect the metaheuristic with the actual best performance. The efficiency of BSM-DAMS is demonstrated through experimentations and comparisons with other adaptive strategies (sequential and distributed).

Published
2012
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24. Popliteal artery pseudoaneurysms in patients affected by osteochondroma.

Author

Miri, Rim, Mazzaccaro, Daniela, Ziadi, Jalel, Derbel, Bilel, Daoud, Zied, Ben Mrad, Imtinene, Ben Mrad, Melek, Righini, Paolo, Giannetta, Matteo, Nano, Giovanni, and Denguir, Raouf

Abstract

Although exostosis or osteochondroma is a common bone tumor, associated vascular complications are rare. Clinical and radiological diagnoses are sometimes challenging, and there is no codification for surgical management. We report two cases of popliteal arterial pseudoaneurysms due to osteochondroma of the distal femur. A review of the current literature about case series and case reports of patients affected by arterial pseudoaneurysm complicating osteochondroma was also performed. [ABSTRACT FROM AUTHOR]

Published
2024
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30. Using Parallel Strategies to Speed up Pareto Local Search

Author

Shi, Jialong, Zhang, Qingfu, Derbel, Bilel, Liefooghe, Arnaud, Verel, Sébastien, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Shi, Yuhui, editor, Tan, Kay Chen, editor, Zhang, Mengjie, editor, Tang, Ke, editor, Li, Xiaodong, editor, Zhang, Qingfu, editor, Tan, Ying, editor, Middendorf, Martin, editor, and Jin, Yaochu, editor

Published
2017
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31. Towards Landscape-Aware Automatic Algorithm Configuration: Preliminary Experiments on Neutral and Rugged Landscapes

Author

Liefooghe, Arnaud, Derbel, Bilel, Verel, Sébastien, Aguirre, Hernán, Tanaka, Kiyoshi, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Hu, Bin, editor, and López-Ibáñez, Manuel, editor

Published
2017
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32. A Fitness Landscape Analysis of Pareto Local Search on Bi-objective Permutation Flowshop Scheduling Problems

Author

Liefooghe, Arnaud, Derbel, Bilel, Verel, Sébastien, Aguirre, Hernán, Tanaka, Kiyoshi, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Trautmann, Heike, editor, Rudolph, Günter, editor, Klamroth, Kathrin, editor, Schütze, Oliver, editor, Wiecek, Margaret, editor, Jin, Yaochu, editor, and Grimme, Christian, editor

Published
2017
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33. An Approach for the Local Exploration of Discrete Many Objective Optimization Problems

Author

Cuate, Oliver, Derbel, Bilel, Liefooghe, Arnaud, Talbi, El-Ghazali, Schütze, Oliver, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Trautmann, Heike, editor, Rudolph, Günter, editor, Klamroth, Kathrin, editor, Schütze, Oliver, editor, Wiecek, Margaret, editor, Jin, Yaochu, editor, and Grimme, Christian, editor

Published
2017
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38. Multi-objective Local Search Based on Decomposition

Author

Derbel, Bilel, Liefooghe, Arnaud, Zhang, Qingfu, Aguirre, Hernan, Tanaka, Kiyoshi, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Handl, Julia, editor, Hart, Emma, editor, Lewis, Peter R., editor, López-Ibáñez, Manuel, editor, Ochoa, Gabriela, editor, and Paechter, Ben, editor

Published
2016
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39. A Fitness Cloud Model for Adaptive Metaheuristic Selection Methods

Author

Jankee, Christopher, Verel, Sébastien, Derbel, Bilel, Fonlupt, Cyril, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Handl, Julia, editor, Hart, Emma, editor, Lewis, Peter R., editor, López-Ibáñez, Manuel, editor, Ochoa, Gabriela, editor, and Paechter, Ben, editor

Published
2016
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40. Distributed Adaptive Metaheuristic Selection: Comparisons of Selection Strategies

Author

Jankee, Christopher, Verel, Sébastien, Derbel, Bilel, Fonlupt, Cyril, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Bonnevay, Stéphane, editor, Legrand, Pierrick, editor, Monmarché, Nicolas, editor, Lutton, Evelyne, editor, and Schoenauer, Marc, editor

Published
2016
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43. Geometric Differential Evolution in MOEA/D: A Preliminary Study

Author

Zapotecas-Martínez, Saúl, Derbel, Bilel, Liefooghe, Arnaud, Aguirre, Hernán E., Tanaka, Kiyoshi, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Sidorov, Grigori, editor, and Galicia-Haro, Sofía N., editor

Published
2015
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45. An Analysis of Differential Evolution Parameters on Rotated Bi-objective Optimization Functions

Author

Drozdik, Martin, Tanaka, Kiyoshi, Aguirre, Hernan, Verel, Sebastien, Liefooghe, Arnaud, Derbel, Bilel, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Kobsa, Alfred, Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Dick, Grant, editor, Browne, Will N., editor, Whigham, Peter, editor, Zhang, Mengjie, editor, Bui, Lam Thu, editor, Ishibuchi, Hisao, editor, Jin, Yaochu, editor, Li, Xiaodong, editor, Shi, Yuhui, editor, Singh, Pramod, editor, Tan, Kay Chen, editor, and Tang, Ke, editor

Published
2014
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46. Shake Them All! : Rethinking Selection and Replacement in MOEA/D

Author

Marquet, Gauvain, Derbel, Bilel, Liefooghe, Arnaud, Talbi, El-Ghazali, Hutchison, David, Series editor, Kanade, Takeo, Series editor, Kittler, Josef, Series editor, Kleinberg, Jon M., Series editor, Kobsa, Alfred, Series editor, Mattern, Friedemann, Series editor, Mitchell, John C., Series editor, Naor, Moni, Series editor, Nierstrasz, Oscar, Series editor, Pandu Rangan, C., Series editor, Steffen, Bernhard, Series editor, Terzopoulos, Demetri, Series editor, Tygar, Doug, Series editor, Weikum, Gerhard, Series editor, Bartz-Beielstein, Thomas, editor, Branke, Jürgen, editor, Filipič, Bogdan, editor, and Smith, Jim, editor

Published
2014
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