• irace

  • Referenced in 142 articles [sw08008]
  • irace Package: Iterated Race for Automatic Algorithm Configuration. The irace package implements the iterated racing ... main purpose is to automatically configure optimization algorithms by finding the most appropriate settings given ... implemented in R. Keywords: automatic configuration, offline tuning, parameter tuning, racing, F-race. Relevant literature ... irace package, Iterated Race for Automatic Algorithm Configuration. Technical Report TR/IRIDIA/2011-004, IRIDIA, Université libre...
  • Paramils

  • Referenced in 86 articles [sw00678]
  • Paramils: an automatic algorithm configuration framework. The identification of performance-optimizing parameter settings ... algorithms. We describe an automatic framework for this algorithm configuration problem. More formally, we provide ... methods, based on the configuration of prominent complete and incomplete algorithms for SAT. We also ... work on automatically configuring the CPLEX mixed integer programming solver. All the algorithms we considered...
  • SMAC

  • Referenced in 79 articles [sw27215]
  • model-based algorithm configuration) is a versatile tool for optimizing algorithm parameters (or the parameters ... some other process we can run automatically, or a function we can evaluate, such...
  • SpySMAC

  • Referenced in 4 articles [sw16741]
  • been developed for this purpose. Although automatic algorithm configuration has already been applied successfully ... solvers, a comprehensive analysis of the configuration process is usually not readily available to users ... easy-to-use toolbox for (i) automatic configuration of SAT solvers in different settings...
  • MO-ParamILS

  • Referenced in 2 articles [sw41485]
  • ParamILS: A Multi-objective Automatic Algorithm Configuration Framework. Automated algorithm configuration procedures play an increasingly ... solution quality achieved by the algorithm being configured. However, in many applications there is more ... gives rise to the multi-objective automatic algorithm configuration problem, which involves finding a Pareto...
  • Autoref

  • Referenced in 14 articles [sw12809]
  • which automatically refines algorithms specified over abstract concepts like maps and sets to algorithms over ... prototyping of verified, executable algorithms. Moreover, it can be configured to fine-tune the result ... tool is able to automatically instantiate generic algorithms, which greatly simplifies the implementation of executable...
  • GlobSol

  • Referenced in 38 articles [sw06724]
  • package combines various ideas from interval analysis, automatic differentiation, and constraint propagation to provide verified ... first overall description of GlobSol’s algorithm. Giving advice on use, we point out strengths ... approaches. Through examples, we show how to configure and use GlobSol...
  • AutoFolio

  • Referenced in 7 articles [sw38660]
  • algorithm configuration tools, namely SMAC [Hutter et al LION’16] to automatically determine a well ... performing algorithm selection approach and its hyper-parameters for a given algorithm selection data. Therefore...
  • PyDGGA

  • Referenced in 1 article [sw41594]
  • implements a distributed version of the automatic algorithm configurator GGA, which is a specialized genetic...
  • CAPOPT

  • Referenced in 1 article [sw41491]
  • CAPOPT: Capping methods for the automatic configuration of optimization algorithms. The capopt program implements several ... methods to speed up the automatic configuration of optimization algorithms. These methods use the performance...
  • ACVIZ

  • Referenced in 1 article [sw41490]
  • visual analysis of the configuration of algorithms with irace. This paper introduces acviz, a tool ... that helps to analyze the automatic configuration of algorithms with irace. It provides a visual...
  • SATenstein

  • Referenced in 19 articles [sw14233]
  • argue instead for the use of automatic methods. In this work, we consider the design ... inspired by existing high-performance SLS algorithms for SAT. The parameters of SATenstein determine which ... solver strategies. We used an automated algorithm configuration procedure to find instantiations of SATenstein that ... algorithms; for many benchmark distributions, our new solvers also significantly outperformed all automatically tuned variants...
  • MSOPS-II

  • Referenced in 13 articles [sw11982]
  • pareto sampling (MSOPS) algorithm. The first provides automatic target vector generation, removing the requirement ... general-purpose multi/many objective optimisation algorithm, requiring minimal initial configuration...
  • GenericWrapper4AC

  • Referenced in 4 articles [sw38659]
  • performance. However, practical applications of algorithm configuration are prone to several (often subtle) pitfalls ... avoiding them. As one possibility for automatically handling as many of these as possible...
  • AutoMOMML

  • Referenced in 1 article [sw28744]
  • modeling complexity and automatically identifies and configures the most suitable learning algorithm to model...
  • ORCA

  • Referenced in 11 articles [sw26304]
  • helps to accelerate classifier experimental comparison with automatic fold execution, experiment paralellisation and performance reports ... between algorithms and datasets. To provide an easy way of including new algorithms into ... algorithms. To help these purposes, ORCA is mainly used through configuration files that describe experiments...
  • tsfresh

  • Referenced in 6 articles [sw28448]
  • engineers have to consider the multifarious algorithms of signal processing and time series analysis ... features, with feature selection on basis automatically configured hypothesis tests. By identifying statistically significant time...
  • ESSC

  • Referenced in 8 articles [sw10959]
  • testing based extraction algorithm for identifying significant communities in networks. A common and important problem ... derived from a conditional configuration network model. The procedure automatically selects both the number...
  • AMB

  • Referenced in 2 articles [sw08810]
  • generated automatically in a programming way for a wide range of AMB configurations in further ... Selected configurations are presented to show features of the proposed method and realized algorithm...
  • stantargets

  • Referenced in 2 articles [sw38217]
  • useful scalable Stan pipelines that automatically parallelize the computation and skip expensive steps when ... manually configure branching. stantargets can access all of cmdstanr’s major algorithms (MCMC, variational Bayes...