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.

“… We describe an automatic framework for this algorithm configuration problem. More formally, we provide methods for optimizing a target algorithm…”
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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 methods…”
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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…”
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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…”
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An Automatic Configuration Algorithm for Reliable and Efficient Composite Services Autor Imed, Abbassi, Graiet, Mohamed

“…Reusability is a central concept of Web services as it allows for the construction of composite services. Thus, an existing composite service can be combined…”
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Incorporating decision-maker’s preferences into the automatic configuration of bi-objective optimisation algorithms Autor Diaz, Juan Esteban, López-Ibáñez, Manuel

“…•This indicator incorporates DM’s preferences into automatic algorithm configuration.•We demonstrate the effectiveness of our approach on a complex real-world problem…”
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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

“… Therefore, methods that automate the process of algorithm configuration have received growing attention…”
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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…”
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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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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…”
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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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The Automatic Design of Multiobjective Ant Colony Optimization Algorithms Autor Lopez-Ibanez, M., Stutzle, T.

“… Without any a priori preference information, the Pareto optimality principle establishes a partial order among solutions, and the output of the algorithm becomes a set of nondominated solutions rather than a single one…”
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MPILS: An Automatic Tuner for MILP Solvers Autor Himmich, Ilyas, Er Raqabi, El Mehdi, El Hachemi, Nizar, El Hallaoui, Issmaïl, Metrane, Abdelmoutalib, Soumis, François

“…The parameter configuration problem consists of finding a parameter configuration that gives a particular algorithm the best performance…”
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