• IR Tools

  • Referenced in 34 articles [sw26721]
  • Tools: A MATLAB Package of Iterative Regularization Methods and Large-Scale Test Problems. This paper ... MATLAB software package of iterative regularization methods and test problems for large-scale linear inverse ... inverse problems. The solvers include iterative regularization methods where the regularization ... form of a regularization term, and methods that can impose bound constraints on the computed...
  • corner.m

  • Referenced in 26 articles [sw38380]
  • curve is a technique used in regularization methods for estimating the regularization parameter...
  • RegEM

  • Referenced in 17 articles [sw04943]
  • regularized EM algorithm, a regularized estimation method replaces the conditional maximum likelihood estimation of regression ... regression with generalized cross-validation as regularized estimation methods. The implementation of the regularized ... validation) can be exchanged for other regularization methods and other methods of determiningca regularization parameter ... Matlab modules implementing a collection of regularization methods that can be adapted to fit into...
  • AIR tools

  • Referenced in 63 articles [sw09203]
  • achieving the necessary regularization of the problem. Two classes of methods are implemented: Algebraic reconstruction...
  • TIGRA

  • Referenced in 40 articles [sw02333]
  • combination of Tikhonov regularization and the gradient method for solving nonlinear ill-posed problems ... presented. The TIGRA (Tikhonov-gradient method) algorithm proposed uses steepest descent iterations in an inner ... loop for approximating the Tikhonov regularized solutions with a fixed regularization parameter and a parameter ... discrepancy criterion in an outer loop. The method with given convergence rate results works...
  • bmrm

  • Referenced in 21 articles [sw11016]
  • bmrm: Bundle Methods for Regularized Risk Minimization Package. Bundle methods for minimization of convex...
  • scout

  • Referenced in 27 articles [sw12062]
  • scout: Implements the Scout method for Covariance-Regularized Regression. Implements the Scout method for regression...
  • Pegasos

  • Referenced in 98 articles [sw08752]
  • contrast, previous analyses of stochastic gradient descent methods for SVMs require Ω(1/ϵ2) iterations ... regularization parameter of SVM. For a linear kernel, the total run-time of our method...
  • AdaGrad

  • Referenced in 120 articles [sw22202]
  • present a new family of subgradient methods that dynamically incorporate knowledge of the geometry ... risk minimization problems with common and important regularization functions and domain constraints. We experimentally study ... theoretical analysis and show that adaptive subgradient methods outperform state...
  • NLREG

  • Referenced in 7 articles [sw08630]
  • posed problem. Therefore so-called regularization methods are necessary: Besides the constraint from the experimental ... nonlinear inverse problems, denoted as nonlinear regularization method and implemented in the program NLREG ... regularization term. However, there exist some regularization methods which make use of more elaborate prior ... nonlinear regularization terms. Hence, the nonlinear regularization method is generalized in order to comply with...
  • softImpute

  • Referenced in 63 articles [sw12263]
  • Thresholded SVD. Iterative methods for matrix completion that use nuclear-norm regularization. There...
  • Semigroups

  • Referenced in 28 articles [sw11877]
  • Semigroups package is a GAP package containing methods for semigroups, monoids, and inverse semigroups, principally ... transformations, partial permutations, bipartitions, subsemigroups of regular Rees 0-matrix semigroups, free inverse semigroups ... free bands. Semigroups contains more efficient methods than those available in the GAP library ... inverse, completely regular, and a variety of further properties. There are methods for finding congruences...
  • ECOS

  • Referenced in 41 articles [sw12123]
  • uses regularization and iterative refinement techniques to be numerically robust. The solution methods have been...
  • SHRiMP

  • Referenced in 15 articles [sw17146]
  • read mapping technique, separate thorough alignment methods for regular letter-space as well...
  • GENEREG

  • Referenced in 4 articles [sw08631]
  • generalized regularization method for nonlinear ill-posed problems enhanced for nonlinear regularization terms. In many ... posed problem. Therefore so-called regularization methods are necessary: Besides the constraint from the experimental ... nonlinear inverse problems, denoted as nonlinear regularization method and implemented in the program NLREG ... regularization term. However, there exist some regularization methods which make use of more elaborate prior...
  • GENREG

  • Referenced in 55 articles [sw26671]
  • regular graphs with a given number of vertices and vertex degree is introduced. The method ... graphs, like construction of the 4-regular graphs on 18 vertices and, for the first...
  • ParNes

  • Referenced in 12 articles [sw08366]
  • introduce a modification to Nesterov’s method that regularly updates the prox-center ... conjunction with the Pareto root-finding method employed by van den Berg and Friedlander...
  • topopt_multi

  • Referenced in 17 articles [sw25723]
  • constrained Allen-Cahn system and regularized projected steepest descent method. A new computational algorithm ... found based on the projected steepest descent method to ensure the reduction in the objective ... control constraints. In the second step, regularization step, an $H^1$ regularity of the solution ... success and efficiency of the presented method are shown through several test problems. Numerical results...
  • zoo

  • Referenced in 39 articles [sw10603]
  • Regular and Irregular Time Series (Z’s ordered observations). An S3 class with methods...
  • Matlab-RBF-Toolbox

  • Referenced in 7 articles [sw32055]
  • straight forward approach used to evaluate the methods involves solving a linear system which ... Radial Basis Function toolbox features a regularization method for the ill-conditioned system, extended precision...