• MINOS

  • Referenced in 415 articles [sw05095]
  • MINOS is a large-scale optimization system, for the solution of sparse linear and nonlinear...
  • LANCELOT

  • Referenced in 247 articles [sw00500]
  • LANCELOT. A Fortran package for large-scale nonlinear optimization (Release A) LANCELOT is a software ... package for solving large-scale nonlinear optimization problems. This book provides a coherent overview ... LANCELOT optimization package. Although the book is primarily concerned with a specific optimization package ... design and implementation of large-scale optimization algorithms...
  • SNOPT

  • Referenced in 375 articles [sw02300]
  • SNOPT: An SQP algorithm for large-scale constrained optimization. Sequential quadratic programming (SQP) methods have...
  • Ipopt

  • Referenced in 335 articles [sw04808]
  • software package for large-scale ​nonlinear optimization. It is designed to find (local) solutions...
  • L-BFGS

  • Referenced in 520 articles [sw03229]
  • BFGS-B Fortran subroutines for large-scale bound-constrained optimization. L-BFGS...
  • CUTE

  • Referenced in 152 articles [sw14681]
  • environment for testing small- and large-scale nonlinear optimization algorithms. Although many of these facilities...
  • LBFGS-B

  • Referenced in 156 articles [sw05142]
  • BFGS-B Fortran subroutines for large-scale bound-constrained optimization L-BFGS...
  • CG_DESCENT

  • Referenced in 63 articles [sw04813]
  • comparisons with other methods for large-scale unconstrained optimization are given...
  • L-BFGS-B

  • Referenced in 105 articles [sw01234]
  • BFGS-B Fortran subroutines for large-scale bound-constrained optimization. L-BFGS...
  • SVMlight

  • Referenced in 223 articles [sw04076]
  • problem of learning a ranking function. The optimization algorithms used in SVMlight are described ... training large-scale transductive SVMs. The algorithm proceeds by solving a sequence of optimization problems...
  • LDGB

  • Referenced in 23 articles [sw07134]
  • limited memory bundle method for large-scale nonsmooth optimization Many practical optimization problems involve nonsmooth ... current general nonsmooth optimization methods is efficient in large-scale settings. In this article ... metric based bundle method for nonsmooth large-scale optimization. In addition, we introduce ... academic test problems for large-scale nonsmooth minimization. Finally, we give some encouraging results from...
  • SPG

  • Referenced in 59 articles [sw00897]
  • Algorithm 813: SPG -- software for convex-constrained optimization: Fortran 77 software implementing the SPG method ... projected gradient algorithm for solving large-scale convex-constrained optimization problems. It combines the classical...
  • NLopt

  • Referenced in 24 articles [sw11789]
  • interface for a number of different free optimization routines available online as well as original ... changing one parameter. Support for large-scale optimization (some algorithms scalable to millions of parameters...
  • SYMPHONY

  • Referenced in 26 articles [sw04718]
  • bound technique for solving large-scale discrete optimization problems (DOPs). In BCP, both cuts ... undertake the solution of very large-scale DOPs; however, it also leads to interesting implementational ... called SYMPHONY (Single- or Multi-Process Optimization over Networks), address these challenges. They...
  • COPS

  • Referenced in 26 articles [sw08461]
  • development of COPS, a large-scale Constrained Optimization Problem Set. The primary purpose of this...
  • UFO

  • Referenced in 17 articles [sw04719]
  • universal functional optimization (UFO) system is an interactive modular system for solving ... both dense medium-size and sparse large-scale optimization problems. The UFO system...
  • BB

  • Referenced in 14 articles [sw08074]
  • Solving and Optimizing Large-Scale Nonlinear Systems. Barzilai-Borwein spectral methods for solving nonlinear system ... equations, and for optimizing nonlinear objective functions subject to simple constraints. A tutorial style introduction...
  • LKH

  • Referenced in 85 articles [sw04735]
  • optimality). Furthermore, the algorithm has improved the best known solutions for a series of large ... scale instances with unknown optima, among these a 1,904,711-city instance (World...
  • CG+

  • Referenced in 11 articles [sw05285]
  • Software for Large-scale Unconstrained Optimization CG+ is a Conjugate Gradient code for solving large...
  • MapReduce

  • Referenced in 141 articles [sw00546]
  • parallel programming model initially developed for large-scale web content processing. Data analysis meets ... calculation over extremely large datasets. The arrival of MapReduce provides a chance to utilize commodity ... parallel data analysis applications. The translation and optimization from relational algebra operators to MapReduce programs...