Search Results - Automated algorithm configuration

Selector: Ensemble-Based Automated Algorithm Configuration: Selector: Ensemble-Based Automated by Weiß, Dimitri, Schede, Elias, Tierney, Kevin

“… Existing approaches to automate the task of algorithm configuration (AC) make use of a single machine learning model that is trained on previous runtime data and used to create or evaluate promising new configurations…”
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Extending the "Open-Closed Principle" to Automated Algorithm Configuration by Swan, Jerry, Adriænsen, Steven, Barwell, Adam D, Hammond, Kevin, White, David R

“… More recently, there has been interest in automating the process of algorithm configuration. In this article, we identify shared state as an inhibitor of progress for such automation…”
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A Survey of Methods for Automated Algorithm Configuration by Schede, Elias, Brandt, Jasmin, Tornede, Alexander, Wever, Marcel, Bengs, Viktor, Hüllermeier, Eyke, Tierney, Kevin

“…Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm…”
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Automated Dynamic Algorithm Configuration by Adriaensen, Steven, Biedenkapp, André, Shala, Gresa, Awad, Noor, Eimer, Theresa, Lindauer, Marius, Hutter, Frank

“… While a variety of automated algorithm configuration methods have been proposed to relieve users from the tedious and error-prone task of manually tuning parameters, there is still a lot of untapped…”
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Selector: Ensemble-Based Automated Algorithm Configuration by Weiß, Dimitri, Schede, Elias, Tierney, Kevin

“… Existing approaches to automate the task of algorithm configuration (AC) make use of a single machine learning model that is trained on previous runtime data and used to create or evaluate promising new configurations…”
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Toward automated algorithm configuration for distributed hybrid flow shop scheduling with multiprocessor tasks by Gholami, Hadi, Sun, Hongyang

“… To support this migration, it is necessary to make intelligence decisions that benefit from automatic design of search algorithms…”
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PV-0425 Automated configuration of an algorithm for fully automated Pareto-optimal treatment planning by Van Haveren, R., Heijmen, B., Breedveld, S.

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Automated Algorithm Selection: Survey and Perspectives by Kerschke, Pascal, Hoos, Holger H, Neumann, Frank, Trautmann, Heike

“…It has long been observed that for practically any computational problem that has been intensely studied, different instances are best solved using different algorithms…”
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Improving the computational efficiency of stochastic programs using automated algorithm configuration: an application to decentralized energy systems by Schwarz, Hannes, Kotthoff, Lars, Hoos, Holger, Fichtner, Wolf, Bertsch, Valentin

“… In this work, we present a procedure to reduce this computational effort substantially, using a state-of-the-art automated algorithm configuration method…”
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Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance by Ye, Furong, Doerr, Carola, Wang, Hao, Back, Thomas

“…Finding the best configuration of algorithms' hyperparameters for a given optimization problem is an important task in evolutionary computation…”
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Improving Nevergrad's Algorithm Selection Wizard NGOpt through Automated Algorithm Configuration by Trajanov, Risto, Nikolikj, Ana, Cenikj, Gjorgjina, Teytaud, Fabien, Videau, Mathurin, Teytaud, Olivier, Tome Eftimov, López-Ibáñez, Manuel, Doerr, Carola

“… State-of-the-art algorithm selection wizards are complex and difficult to improve. We propose in this work the use of automated configuration methods for improving…”
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Automated Configuration of Evolutionary Algorithms via Deep Reinforcement Learning for Constrained Multiobjective Optimization by Ming, Fei, Gong, Wenyin, Xue, Bing, Zhang, Mengjie, Jin, Yaochu

“…Learning to optimize and automated algorithm design are attracting increasing attention, but it is still in its infancy in constrained multiobjective optimization evolutionary algorithms (CMOEAs…”
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Analysing differences between algorithm configurations through ablation by Fawcett, Chris, Hoos, Holger H.

“…Developers of high-performance algorithms for hard computational problems increasingly take advantage of automated parameter tuning and algorithm configuration tools, and consequently often create…”
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A data-driven methodology for the automated configuration of online algorithms by Dunke, Fabian, Nickel, Stefan

“…With the goal of devising algorithms for decision support in operational tasks, we introduce a new methodology for the automated configuration of algorithms for combinatorial online optimization problems…”
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Viscoelastic characterization of the human osteosarcoma cancer cell line MG-63 using a fractional-order zener model through automated algorithm design and configuration by Duque-Gimenez, Grecia C., Zambrano-Gutierrez, Daniel F., Rodriguez-Nieto, Maricela, Menchaca, Jorge Luis, Cruz-Duarte, Jorge M., Zárate-Triviño, Diana G., Avina-Cervantes, Juan Gabriel, Ortiz-Bayliss, José Carlos

“… This paper proposes an integrated framework that combines fractional modeling with automated algorithm design to fit force-relaxation data acquired through atomic force microscopy…”
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Speeding up neural network robustness verification via algorithm configuration and an optimised mixed integer linear programming solver portfolio by König, Matthias, Hoos, Holger H., Rijn, Jan N. van

“… We extend this approach by leveraging automated algorithm configuration techniques and, more specifically, construct a portfolio…”
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Using meta-learning for automated algorithms selection and configuration: an experimental framework for industrial big data by Garouani, Moncef, Ahmad, Adeel, Bouneffa, Mourad, Hamlich, Mohamed, Bourguin, Gregory, Lewandowski, Arnaud

“… (which is collected during manufacturing process). However, disposing ML algorithms is a challenging task for manufacturing industrial actors due to the prior specification of one or more algorithms hyperparameters (HPs) and their values…”
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Learn to optimize—a brief overview by Tang, Ke, Yao, Xin

“…Most optimization problems of practical significance are typically solved by highly configurable parameterized algorithms…”
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A method for the automated configuration of anytime portfolios of algorithms by Schede, Elias, Tierney, Kevin

“…Optimization algorithms contain parameters that greatly influence their behavior, such that finding good parameters with automated algorithm configuration tools has become a critical component…”
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A Survey of Methods for Automated Algorithm Configuration by Schede, Elias, Brandt, Jasmin, Tornede, Alexander, Wever, Marcel, Bengs, Viktor, Hüllermeier, Eyke, Tierney, Kevin

“…Algorithm configuration (AC) is concerned with the automated search of the most suitable parameter configuration of a parametrized algorithm…”
Get full text