• Isomap

  • Referenced in 11 articles [sw31686]
  • Isomap: a global geometric framework for nonlinear dimensionality reduction. Scientists working with large volumes ... describe an approach to solving dimensionality reduction problems that uses easily measured local metric information ... approach is capable of discovering the nonlinear degrees of freedom that underlie complex natural observations ... contrast to previous algorithms for nonlinear dimensionality reduction, ours efficiently computes a globally optimal solution...
  • Manopt

  • Referenced in 117 articles [sw08493]
  • manifolds is a rapidly developing branch of nonlinear optimization. Its focus is on problems where ... registration, independent component analysis, metric learning, dimensionality reduction and so on. The Manopt toolbox, available...
  • SINDy

  • Referenced in 29 articles [sw30277]
  • that uses sparse regression techniques to identify nonlinear low-order models. With the goal ... flow, we combine this approach with dimensionality reduction techniques (e.g. proper orthogonal decomposition) and extend ... regression, e.g. energy-preserving quadratic nonlinearities. The resulting models, hereafter referred to as Galerkin regression ... Navier-Stokes equations. Instead, the most parsimonious nonlinear model is determined that is consistent with...
  • Sketchmap

  • Referenced in 1 article [sw33788]
  • their properties. Sketchmap is a nonlinear dimensionality reduction algorithm which falls under the class...
  • LS-SVMlab

  • Referenced in 26 articles [sw07367]
  • powerful methodology for solving problems in nonlinear classification, function estimation and density estimation which ... kernel spectral clustering, data visualization and dimensionality reduction, and survival analysis. For very large scale...
  • Rdimtools

  • Referenced in 4 articles [sw33011]
  • Estimation Methods. We provide linear and nonlinear dimension reduction techniques. Intrinsic dimension estimation methods ... also provided. For more details on dimensionality techniques, see the paper...
  • OPTIMA-S

  • Referenced in 3 articles [sw04258]
  • stress reduction. Beyond that also a shape redesign for a three-dimensional body is performed ... behaviour model for optimization of structures exposing nonlinear behaviour is presented and applied...
  • nsdr

  • Referenced in 1 article [sw41791]
  • implement both unsupervised and supervised nonlinear dimension reduction methods. Principal Component Analysis (PCA), Sliced Inverse ... SAVE) are useful methods to reduce the dimensionality of covariates. However, they produce linear combinations ... applicability of the dimension reduction problem to nonlinear settings. This package includes a comprehensive algorithm...
  • RobustDMD

  • Referenced in 1 article [sw41056]
  • decomposition (DMD) is a broadly applicable dimensionality reduction algorithm that decomposes a matrix of time ... temporal decomposition is classically formulated as a nonlinear least squares problem and solved within...
  • BEMLIB

  • Referenced in 108 articles [sw00005]
  • BEMLIB is a boundary-element software library of...
  • ANSYS

  • Referenced in 704 articles [sw00044]
  • ANSYS offers a comprehensive software suite that spans...
  • ARfit

  • Referenced in 38 articles [sw00046]
  • ARfit is a collection of Matlab modules for...
  • BARON

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

  • Referenced in 4 articles [sw00070]
  • A block tridiagonal matrix is factored with minimal...
  • Bi-CG

  • Referenced in 34 articles [sw00076]
  • Bi-CG: An effective solver for three fields...
  • BoomerAMG

  • Referenced in 196 articles [sw00086]
  • BoomerAMG: A parallel algebraic multigrid solver and preconditioner...
  • cdd

  • Referenced in 115 articles [sw00114]
  • The program cdd+ (cdd, respectively) is a C...
  • CoCoA

  • Referenced in 654 articles [sw00143]
  • CoCoA is a system for Computations in Commutative...
  • Coq

  • Referenced in 1890 articles [sw00161]
  • Coq is a formal proof management system. It...
  • CSDP

  • Referenced in 202 articles [sw00169]
  • CSDP, A C Library for Semidefinite Programming. This...