• PAINT

  • Referenced in 12 articles [sw10390]
  • method is fast with the surrogate problem even though the problem is computationally expensive. Numerical ... examples of applying the PAINT method for interpolation are included...
  • UQTk

  • Referenced in 7 articles [sw21917]
  • uncertainty in numerical model predictions. Version 3.0.4 offers intrusive and non-intrusive methods for propagating ... models, tools for sensitivity analysis, methods for sparse surrogate construction, and Bayesian inference tools...
  • SO-I

  • Referenced in 12 articles [sw10100]
  • global optimization applications. This paper presents the surrogate model based algorithm SO-I for solving ... problems have many local optima. However, the method is also shown to perform well ... other one to throughput maximization. The numerical results show that SO-I finds good solutions...
  • Multsurr

  • Referenced in 5 articles [sw37141]
  • regression with multiple surrogates for one exposure. Methods have been developed by several authors ... approaches typically assume that there is one surrogate for each exposure. Occupational exposures are quite ... area. In this setting, there are several surrogates which are used to define an individual ... exposure measurement error from multiple surrogates. The health outcome is assumed to be binary...
  • RBFOpt

  • Referenced in 7 articles [sw28416]
  • based on the Radial Basis Function method originally proposed by Gutmann (J Glob Optim ... which builds and iteratively refines a surrogate model of the unknown objective function ... model selection phase during the optimization process. Numerical experiments show that RBFOpt is highly competitive...
  • EMBERS

  • Referenced in 2 articles [sw27603]
  • societal significant societal events from open source surrogates. We describe the design, implementation, and evaluation ... forecasting. Through numerous evaluations, we demonstrate the superiority of EMBERS over baserate methods...
  • DEFT-FUNNEL

  • Referenced in 1 article [sw40491]
  • grey-box and black-box optimization methods for constrained global optimization problems in fields such ... algorithms. Polynomial interpolation models are used as surrogates for the black-box functions ... Numerical experiments show that DEFT-FUNNEL compares favorably with state-of-the-art methods...
  • TensorToolbox

  • Referenced in 1 article [sw17589]
  • polynomial approximations, yielding efficient and accurate surrogates for high-dimensional functions. To construct these decompositions ... performance of the method on a range of numerical examples: a modified set of Genz...
  • Sets2Networks

  • Referenced in 1 article [sw24189]
  • more practical to infer the network from surrogate observations. Network inference is the process ... data, less attention has been paid to methods which infer networks from repeated co-occurrence ... methods would be of great utility and value. RESULTS: Here we present a general method ... take an algorithmic approach to numerically execute the inference method. The effectiveness of the method...
  • ANSYS

  • Referenced in 703 articles [sw00044]
  • ANSYS offers a comprehensive software suite that spans...
  • BARON

  • Referenced in 354 articles [sw00066]
  • BARON is a computational system for solving nonconvex...
  • hypre

  • Referenced in 306 articles [sw00426]
  • hypre is a software library for the solution...
  • JMP

  • Referenced in 58 articles [sw00476]
  • For more than 20 years, JMP statistical discovery...
  • KNITRO

  • Referenced in 196 articles [sw00490]
  • KNITRO is a solver for nonlinear optimization. It...
  • LANCELOT

  • Referenced in 306 articles [sw00500]
  • LANCELOT. A Fortran package for large-scale nonlinear...
  • LAPACK

  • Referenced in 1695 articles [sw00503]
  • LAPACK is written in Fortran 90 and provides...
  • LGO

  • Referenced in 96 articles [sw00516]
  • The program system LGO serves to solve global...
  • Mathematica

  • Referenced in 6337 articles [sw00554]
  • Almost any workflow involves computing results, and that...
  • Matlab

  • Referenced in 13460 articles [sw00558]
  • MATLAB® is a high-level language and interactive...