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LION
2010
Springer
230views Optimization» more  LION 2010»
14 years 3 months ago
A Study of the Parallelization of the Multi-Objective Metaheuristic MOEA/D
MOEA/D is a multi-objective metaheuristic which has shown a remarkable performance when solving hard optimization problems. In this paper, we propose a thread-based parallel versio...
Antonio J. Nebro, Juan J. Durillo
LION
2010
Springer
190views Optimization» more  LION 2010»
14 years 3 months ago
Algorithm Selection as a Bandit Problem with Unbounded Losses
Abstract. Algorithm selection is typically based on models of algorithm performance learned during a separate offline training sequence, which can be prohibitively expensive. In r...
Matteo Gagliolo, Jürgen Schmidhuber
LION
2010
Springer
164views Optimization» more  LION 2010»
14 years 3 months ago
Time-Bounded Sequential Parameter Optimization
Frank Hutter, Holger H. Hoos, Kevin Leyton-Brown, ...
GECCO
2010
Springer
218views Optimization» more  GECCO 2010»
14 years 3 months ago
Cartesian genetic programming
This paper presents a new form of Genetic Programming called Cartesian Genetic Programming in which a program is represented as an indexed graph. The graph is encoded in the form o...
Julian Francis Miller, Simon L. Harding
GECCO
2010
Springer
187views Optimization» more  GECCO 2010»
14 years 3 months ago
Benchmarking the (1, 4)-CMA-ES with mirrored sampling and sequential selection on the noisy BBOB-2010 testbed
The Covariance-Matrix-Adaptation Evolution-Strategy (CMA-ES) is a robust stochastic search algorithm for optimizing functions defined on a continuous search space RD . Recently, ...
Anne Auger, Dimo Brockhoff, Nikolaus Hansen
GECCO
2010
Springer
194views Optimization» more  GECCO 2010»
14 years 3 months ago
Mirrored variants of the (1, 2)-CMA-ES compared on the noisy BBOB-2010 testbed
Derandomization by means of mirrored samples has been recently introduced to enhance the performances of (1, λ) and (1 + 2) Evolution-Strategies (ESs) with the aim of designing f...
Anne Auger, Dimo Brockhoff, Nikolaus Hansen
GECCO
2010
Springer
171views Optimization» more  GECCO 2010»
14 years 3 months ago
A pareto-compliant surrogate approach for multiobjective optimization
Ilya Loshchilov, Marc Schoenauer, Michèle S...
GECCO
2010
Springer
156views Optimization» more  GECCO 2010»
14 years 3 months ago
Elementary landscape decomposition of the quadratic assignment problem
The Quadratic Assignment Problem (QAP) is a well-known NP-hard combinatorial optimization problem that is at the core of many real-world optimization problems. We prove that QAP c...
J. Francisco Chicano, Gabriel Luque, Enrique Alba
GECCO
2010
Springer
152views Optimization» more  GECCO 2010»
14 years 3 months ago
Active covariance matrix adaptation for the (1+1)-CMA-ES
We propose a novel variant of the (1 + 1)-CMA-ES that updates the distribution of mutation vectors based on both successful and unsuccessful trial steps. The computational costs o...
Dirk V. Arnold, Nikolaus Hansen
GECCO
2010
Springer
195views Optimization» more  GECCO 2010»
14 years 3 months ago
GPU-based island model for evolutionary algorithms
The island model for evolutionary algorithms allows to delay the global convergence of the evolution process and encourage diversity. However, solving large size and time-intensiv...
Thé Van Luong, Nouredine Melab, El-Ghazali ...