Výsledky vyhledávání - "Automatic algorithm configuration"

The irace package: Iterated racing for automatic algorithm configuration Autor López-Ibáñez, Manuel, Dubois-Lacoste, Jérémie, Pérez Cáceres, Leslie, Birattari, Mauro, Stützle, Thomas G

“… The immediate goal of automatic algorithm configuration is to find, automatically, the best parameter settings of an optimizer…”
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ParamILS: An Automatic Algorithm Configuration Framework Autor Hutter, F., Hoos, H. H., Leyton-Brown, K., Stuetzle, T.

“…The identification of performance-optimizing parameter settings is an important part of the development and application of algorithms. We describe an automatic…”
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Unbalanced budget distribution for automatic algorithm configuration Autor Ghambari, Soheila, Rakhshani, Hojjat, Lepagnot, Julien, Jourdan, Laetitia, Idoumghar, Lhassane

“… Therefore, several automatic algorithm configuration frameworks have been proposed to regulate the parameters of a given algorithm for a series of problem instances…”
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Dynamic instance sampling for multi-objective automatic algorithm configuration Autor Li, Yuchen, Wang, Handing

“…Multi-objective automatic algorithm configuration alleviates the tedious parameter tuning for users by optimizing both the performance and efficiency of the target algorithm…”
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Enhanced branching Latin hypercube design and its application in automatic algorithm configuration Autor Wen, Bing, Wang, Sumin, Sun, Fasheng

“…Designing experiments that involve branching and nested factors is challenging due to the complex relationships between these factors. Identification of…”
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A Literature Survey on Offline Automatic Algorithm Configuration Autor Eryoldaş, Yasemin, Durmuşoglu, Alptekin

“… In this paper, we will briefly explain the automatic algorithm configuration problem and then survey…”
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Grammar-based generation of stochastic local search heuristics through automatic algorithm configuration tools Autor Mascia, Franco, López-Ibáñez, Manuel, Dubois-Lacoste, Jérémie, Stützle, Thomas

“… We then use a tool for automatic algorithm configuration to search for the best algorithm for the problem at hand…”
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Latin Hypercube Designs with Branching and Nested Factors for Initialization of Automatic Algorithm Configuration Autor Wessing, Simon, López-Ibáñez, Manuel

“…The configuration of algorithms is a laborious and difficult process. Thus, it is advisable to automate this task by using appropriate automatic configuration…”
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MIP neighborhood synthesis through semantic feature extraction and automatic algorithm configuration Autor Adamo, Tommaso, Ghiani, Gianpaolo, Grieco, Antonio, Guerriero, Emanuela, Manni, Emanuele

“…•We propose an Automatic Neighborhood Design algorithm.•The procedure relies on the extraction of semantic features from a MIP model.•The algorithm is assessed…”
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Effect of transformations of numerical parameters in automatic algorithm configuration Autor Franzin, Alberto, Pérez Cáceres, Leslie, Stützle, Thomas

“…We study the impact of altering the sampling space of parameters in automatic algorithm configurators. We show that a proper transformation can strongly…”
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Exploring variable neighborhood search for automatic algorithm configuration Autor Pérez Cáceres, Leslie, Stützle, Thomas

“…Methods for automatic algorithm configuration integrate some search mechanism for generating candidate algorithm configurations and mechanisms for handling the stochasticity of the algorithm configuration problem…”
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On automatic algorithm configuration of vehicle routing problem solvers Autor Rasku, Jussi, Musliu, Nysret, Kärkkäinen, Tommi

“…Many of the algorithms for solving vehicle routing problems expose parameters that strongly influence the quality of obtained solutions and the performance of…”
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Automatic generation of iterated greedy algorithms for the non-permutation flow shop scheduling problem with total completion time minimization Autor Brum, Artur, Ruiz, Rubén, Ritt, Marcus

“… We aim to minimize the total completion time. We propose a template to generate iterated greedy algorithms, and use an automatic algorithm configuration to obtain efficient methods…”
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A landscape-based analysis of fixed temperature and simulated annealing Autor Franzin, Alberto, Stützle, Thomas

“…•We extensively compare two variants of simulated annealing on different problems.•We automatically generate optimized versions of each algorithm for various…”
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Automatic Component-Wise Design of Multiobjective Evolutionary Algorithms Autor Bezerra, Leonardo C. T., Lopez-Ibanez, Manuel, Stutzle, Thomas

“… The motivation for studies of this latter type stem from the development of flexible software frameworks and the usage of automatic algorithm configuration methods to find novel algorithm designs…”
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SATenstein: Automatically building local search SAT solvers from components Autor KhudaBukhsh, Ashiqur R., Xu, Lin, Hoos, Holger H., Leyton-Brown, Kevin

“…Designing high-performance solvers for computationally hard problems is a difficult and often time-consuming task. Although such design problems are…”
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Capping methods for the automatic configuration of optimization algorithms Autor de Souza, Marcelo, Ritt, Marcus, López-Ibáñez, Manuel

“…Automatic configuration techniques are widely and successfully used to find good parameter settings for optimization algorithms. Configuration is costly,…”
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Integrated deep learning-based IRACE and convolutional neural networks for chest X-ray image classification Autor Abdel Samee, Nagwan, Houssein, Essam H., Saber, Eman, Hu, Gang, Wang, Mingjing

“… This study comprehensively evaluates the performance of the fine-tuning method using the Iterated Race for Automatic Algorithm Configuration (IRACE…”
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A unified ant colony optimization algorithm for continuous optimization Autor Liao, Tianjun, Stützle, Thomas, Montes de Oca, Marco A., Dorigo, Marco

“…•Automatic algorithm configuration automatically derives new ACO algorithms.•The high potential of ACO algorithms for continuous optimization is shown…”
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Automatic Algorithm Design for Hybrid Flowshop Scheduling Problems Autor Alfaro-Fernández, Pedro, Ruiz, Rubén, Pagnozzi, Federico, Stützle, Thomas

“…•We present an Automatic Algorithm Design system for the hybrid flowshop problem.•Algorithm components are combined according to a grammar to generate new…”
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