• LDGB

• Referenced in 34 articles [sw07134]
• bundle method for large-scale nonsmooth optimization Many practical optimization problems involve nonsmooth (that ... hundreds or thousands of variables. In such problems the direct application of smooth gradient-based ... nonsmooth optimization methods is efficient in large-scale settings. In this article we describe ... academic test problems for large-scale nonsmooth minimization. Finally, we give some encouraging results from...

• huge

• Referenced in 36 articles [sw08466]
• graph visualization; (4) a minor convergence problem of the graphical lasso algorithm is corrected ... lossy screening rules to scale up large-scale problems, making a tradeoff between computational...

• GEOCLAW

• Referenced in 31 articles [sw08626]
• efficiency of block-structured AMR makes large-scale problems tractable, and allows...

• LSTRS

• Referenced in 28 articles [sw04729]
• LSTRS is designed for large-scale quadratic problems with one norm constraint. The method ... trust-region subproblem as a parameterized eigenvalue problem, and consists of an iterative procedure that ... requires the solution of a large-scale eigenvalue problem at each step. LSTRS relies ... features that make it suitable for large-scale computations. In the MATLAB implementation, the Hessian...

• L1-MAGIC

• Referenced in 30 articles [sw12430]
• point methods, and are suitable for large-scale problems...

• GLPK

• Referenced in 169 articles [sw04560]
• solving large-scale linear programming (LP), mixed integer programming (MIP), and other related problems...

• Harwell-Boeing sparse matrix collection

• Referenced in 210 articles [sw08516]
• variety of scientific and engineering disciplines. The problems range from small matrices, used as counter ... sparse matrix research, to large test cases arising in large-scale computation. We offer ... describe the guidelines for contributing further test problems to the collection...

• Pyomo

• Referenced in 42 articles [sw04910]
• package for formulating and solving large-scale optimization problems. The software extends the modeling approach...

• pi-MASS

• Referenced in 16 articles [sw17249]
• genome-wide association studies and other large-scale problems We consider applying Bayesian Variable Selection ... wide association studies and similar large-scale regression problems. Currently, typical genome-wide association studies ... cast as a variable selection regression problem, with the SNPs as the covariates ... provide useful inferences in these large-scale problems, and in our simulations produces better power...

• UFO

• Referenced in 36 articles [sw04719]
• dense medium-size and sparse large-scale optimization problems. The UFO system can be used...

• SPG

• Referenced in 70 articles [sw00897]
• gradient algorithm for solving large-scale convex-constrained optimization problems. It combines the classical projected...

• APOGEE

• Referenced in 32 articles [sw08451]
• optimization of standard, generalized, and extended pooling problems via linear and logarithmic partitioning schemes ... globally optimized two classes of large-scale pooling problems: a generalized pooling problem treating...

• PetIGA

• Referenced in 43 articles [sw12420]
• applicable to a range of problem sizes, including large-scale simulations where high performance parallel...

• L-BFGS-B

• Referenced in 162 articles [sw01234]
• BFGS-B Fortran subroutines for large-scale bound-constrained optimization. L-BFGS ... limited-memory algorithm for solving large nonlinear optimization problems subject to simple bounds...

• OPTI

• Referenced in 29 articles [sw15090]
• those interested in tackling industrial optimization problems, typical approaches include either purchasing a sophisticated ... linear and nonlinear, medium and large-scale optimization problems, only a few contain useable...

• SYMPHONY

• Referenced in 32 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 ... easy to use in a variety of problem settings and on a variety of hardware...

• PySP

• Referenced in 18 articles [sw04921]
• specialists to easily express stochastic programming problems as extensions of their deterministic counterparts, which ... achieve tractable run-times on large-scale problems. We simultaneously address both of these factors...

• PENSDP

• Referenced in 21 articles [sw05119]
• solution of large-scale SDP problems by the modified barrier method using iterative solvers ... factors of second-order methods for large-scale semidefinite optimization are the storage and factorization ... proves to be a viable alternative for problems with a large number of variables...

• COPS

• Referenced in 33 articles [sw08461]
• development of COPS, a large-scale Constrained Optimization Problem Set. The primary purpose of this...

• PENBMI

• Referenced in 43 articles [sw05124]
• computer program for solving optimization problems with quadratic objective and bilinear matrix inequality constraints ... small to large-scale dense and sparse LMI and BMI problems...