Search Results - "automated algorithm configuration"

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. There is…”
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Selector: Ensemble-Based Automated Algorithm Configuration: Selector: Ensemble-Based Automated by Weiß, Dimitri, Schede, Elias, Tierney, Kevin

“…Solvers contain parameters that influence their performance and these must be set by the user to ensure that high-quality solutions are generated, or optimal…”
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Selector: Ensemble-Based Automated Algorithm Configuration by Weiß, Dimitri, Schede, Elias, Tierney, Kevin

“…Solvers contain parameters that influence their performance and these must be set by the user to ensure that high-quality solutions are generated, or optimal…”
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Toward automated algorithm configuration for distributed hybrid flow shop scheduling with multiprocessor tasks by Gholami, Hadi, Sun, Hongyang

“…Due to the large volume of requests and the need to speed up the provision of services, production companies are migrating from a single service center to…”
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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

“…Metaheuristics are an effective and diverse class of optimization algorithms: a means of obtaining solutions of acceptable quality for otherwise intractable…”
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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 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…”
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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. To achieve the best performance on a…”
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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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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…”
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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. There is…”
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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…”
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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

“…Algorithm selection wizards are effective and versatile tools that automatically select an optimization algorithm given high-level information about the…”
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Exact stochastic constraint optimisation with applications in network analysis by Latour, Anna L.D., Babaki, Behrouz, Fokkinga, Daniël, Anastacio, Marie, Hoos, Holger H., Nijssen, Siegfried

“…We present an extensive study of methods for exactly solving stochastic constraint (optimisation) problems (SCPs) in network analysis. These problems are…”
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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…”
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Using Automated Algorithm Configuration for Parameter Control by Chen, Deyao, Buzdalov, Maxim, Doerr, Carola, Nguyen, Dang

“…Dynamic Algorithm Configuration (DAC) tackles the question of how to automatically learn policies to control parameters of algorithms in a data-driven fashion…”
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Continuous optimization algorithms for tuning real and integer parameters of swarm intelligence algorithms by Yuan, Zhi, Montes de Oca, Marco A., Birattari, Mauro, Stützle, Thomas

“…The performance of optimization algorithms, including those based on swarm intelligence, depends on the values assigned to their parameters. To obtain high…”
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Using automated algorithm configuration to improve the optimization of decentralized energy systems modeled as large-scale, two-stage stochastic programs by Schwarz, Hannes, Kotthoff, Lars, Hoos, Holger, Fichtner, Wolf, Bertsch, Valentin

“…) systems, finding close-to-optimal solutions still requires long computation. In this work, we present a procedure to reduce this computational effort substantially, using a stateof-the-art automated algorithm configuration method…”
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Towards Feature-Free Automated Algorithm Selection for Single-Objective Continuous Black-Box Optimization by Prager, Raphael Patrick, Vinzent Seiler, Moritz, Trautmann, Heike, Kerschke, Pascal

“…We propose a novel method for automated algorithm selection in the domain of single-objective continuous black-box optimization. In contrast to existing…”
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Encoding Adaptability of Software Engineering Tools as Algorithm Configuration Problem: A Case Study by Basmer, Maike, Kehrer, Timo

“… To tackle the configuration challenge, we propose to draw from the field of automated algorithm configuration, a research area which has studied the optimization of parameterizable algorithms…”
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