
MINOS
 Referenced in 415 articles
[sw05095]
 MINOS is a largescale optimization system, for the solution of sparse linear and nonlinear...

LANCELOT
 Referenced in 247 articles
[sw00500]
 LANCELOT. A Fortran package for largescale nonlinear optimization (Release A) LANCELOT is a software ... package for solving largescale 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 largescale optimization algorithms...

SNOPT
 Referenced in 375 articles
[sw02300]
 SNOPT: An SQP algorithm for largescale constrained optimization. Sequential quadratic programming (SQP) methods have...

Ipopt
 Referenced in 335 articles
[sw04808]
 software package for largescale nonlinear optimization. It is designed to find (local) solutions...

LBFGS
 Referenced in 520 articles
[sw03229]
 BFGSB Fortran subroutines for largescale boundconstrained optimization. LBFGS...

CUTE
 Referenced in 152 articles
[sw14681]
 environment for testing small and largescale nonlinear optimization algorithms. Although many of these facilities...

LBFGSB
 Referenced in 156 articles
[sw05142]
 BFGSB Fortran subroutines for largescale boundconstrained optimization LBFGS...

CG_DESCENT
 Referenced in 63 articles
[sw04813]
 comparisons with other methods for largescale unconstrained optimization are given...

LBFGSB
 Referenced in 105 articles
[sw01234]
 BFGSB Fortran subroutines for largescale boundconstrained optimization. LBFGS...

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

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

SPG
 Referenced in 59 articles
[sw00897]
 Algorithm 813: SPG  software for convexconstrained optimization: Fortran 77 software implementing the SPG method ... projected gradient algorithm for solving largescale convexconstrained 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 largescale optimization (some algorithms scalable to millions of parameters...

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

COPS
 Referenced in 26 articles
[sw08461]
 development of COPS, a largescale 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 mediumsize and sparse largescale optimization problems. The UFO system...

BB
 Referenced in 14 articles
[sw08074]
 Solving and Optimizing LargeScale Nonlinear Systems. BarzilaiBorwein 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 1,904,711city instance (World...

CG+
 Referenced in 11 articles
[sw05285]
 Software for Largescale Unconstrained Optimization CG+ is a Conjugate Gradient code for solving large...

MapReduce
 Referenced in 141 articles
[sw00546]
 parallel programming model initially developed for largescale 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...