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检索条件"主题词=Algorithm Configuration"
64 条 记 录,以下是1-10 订阅
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Metamodel-based dynamic algorithm configuration using artificial neural networks
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INTERNATIONAL JOURNAL OF GENERAL SYSTEMS 2024年 第1期53卷 41-71页
作者: Dunke, Fabian Nickel, Stefan Karlsruhe Inst Technol Inst Operat Res Discrete Optimizat & Logist Karlsruhe Germany
We consider the problem of configuring algorithms dynamically by selecting algorithm parameter values adaptively. The research is motivated by the time dependency of system parameters throughout algorithm runtime in s... 详细信息
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Realtime gray-box algorithm configuration using cost-sensitive classification
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ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE 2025年 第1期93卷 109-130页
作者: Weiss, Dimitri Tierney, Kevin Bielefeld Univ Decis & Operat Technol Grp Univ Str 25 D-33615 Bielefeld NRW Germany
A solver's runtime and the quality of the solutions it generates are strongly influenced by its parameter settings. Finding good parameter configurations is a formidable challenge, even for fixed problem instance ... 详细信息
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Boosting evolutionary algorithm configuration
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ANNALS OF MATHEMATICS AND ARTIFICIAL INTELLIGENCE 2022年 第7-9期90卷 715-734页
作者: Ansotegui, Carlos Pon, Josep Sellmann, Meinolf Univ Lleida Log & Optimizat Grp LOG Lleida Spain Gen Elect Boston MA USA
algorithm configuration has emerged as an essential technology for the improvement of high-performance solvers. We present new algorithmic ideas to improve state-of-the-art solver configurators automatically by tuning... 详细信息
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Improving Nevergrad's algorithm Selection Wizard NGOpt Through Automated algorithm configuration  17th
Improving Nevergrad's Algorithm Selection Wizard NGOpt Throu...
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17th International Conference on Parallel Problem Solving from Nature (PPSN)
作者: Trajanov, Risto Nikolikj, Ana Cenikj, Gjorgjina Teytaud, Fabien Videau, Mathurin Teytaud, Olivier Eftimov, Tome Lopez-Ibanez, Manuel Doerr, Carola Fac Comp Sci & Engn Skopje North Macedonia Jozef Stefan Inst Ljubljana Slovenia Jozef Stefan Int Postgrad Sch Ljubljana Slovenia Univ Littoral Cote dOpale Dunkerque France Facebook AI Res Paris France Univ Malaga ITIS Software Malaga Spain Sorbonne Univ LIP6 CNRS Paris France
algorithm selection wizards are effective and versatile tools that automatically select an optimization algorithm given high-level information about the problem and available computational resources, such as number an... 详细信息
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Model-Based algorithm configuration with Adaptive Capping and Prior Distributions  1
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19th International Conference on the Integration of Constraint Programming, Artificial Intelligence, and Operations Research (CPAIOR)
作者: Bleukx, Ignace Berden, Senne Coenen, Lize Decleyre, Nicholas Guns, Tias Katholieke Univ Leuven Leuven Belgium
Many advanced solving algorithms for constraint programming problems are highly configurable. The research area of algorithm configuration investigates ways of automatically configuring these solvers in the best manne... 详细信息
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Instance-specific algorithm configuration via unsupervised deep graph clustering
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ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE 2023年 第1期125卷
作者: Song, Wen Liu, Yi Cao, Zhiguang Wu, Yaoxin Li, Qiqiang Shandong Univ Inst Marine Sci & Technol Jinan Peoples R China Shandong Univ Sch Control Sci & Engn Jinan Peoples R China Singapore Management Univ Sch Comp & Informat Syst Singapore Singapore Eindhoven Univ Technol Fac Ind Engn & Innovat Sci Eindhoven Netherlands
Instance-specific algorithm configuration (AC) methods are effective in automatically generating high-quality algorithm parameters for heterogeneous NP-hard problems from multiple sources. However, existing works rely... 详细信息
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Characteristic feature analysis of continuous optimization problems based on Variability Map of objective function for optimization algorithm configuration
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OPEN COMPUTER SCIENCE 2020年 第1期10卷 97-111页
作者: Agasiev, Taleh Bauman Moscow State Tech Univ Moscow Russia
Advanced optimization algorithms with a variety of configurable parameters become increasingly difficult to apply effectively to solving optimization problems. Appropriate algorithm configuration becomes highly releva... 详细信息
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Candidate Selection and Instance Ordering for Realtime algorithm configuration
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FUNDAMENTA INFORMATICAE 2019年 第2期166卷 141-166页
作者: Fitzgerald, Tadhg O'Sullivan, Barry Univ Coll Cork Dept Comp Sci Insight Ctr Data Analyt Western Rd Cork Ireland
Many modern combinatorial solvers have a variety of parameters through which a user can customise their behaviour. algorithm configuration is the process of selecting good values for these parameters in order to impro... 详细信息
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Automatic construction of parallel portfolios via algorithm configuration
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ARTIFICIAL INTELLIGENCE 2017年 244卷 272-290页
作者: Lindauer, Marius Hoos, Holger Leyton-Brown, Kevin Schaub, Torsten Univ Freiburg Freiburg Germany Univ British Columbia Vancouver BC Canada Univ Potsdam Potsdam Germany INRIA Rennes Rennes France
Since 2004, increases in computational power described by Moore's law have substantially been realized in the form of additional cores rather than through faster clock speeds. To make effective use of modern hardw... 详细信息
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Per Instance algorithm configuration of CMA-ES with Limited Budget  17
Per Instance Algorithm Configuration of CMA-ES with Limited ...
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Genetic and Evolutionary Computation Conference (GECCO)
作者: Belkhir, Nacim Dreo, Johann Saveant, Pierre Schoenauer, Marc Inria Saclay Orsay France Thales Res & Technol Palaiseau France
Per Instance algorithm configuration (PIAC) relies on features that describe problem instances. It builds an Empirical Performance Model (EPM) from a training set made of (instance, parameter configuration) pairs toge... 详细信息
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