
flare
 Referenced in 17 articles
[sw12406]
 Lasso, Lq Lasso for estimating high dimensional sparse linear model. We adopt the alternating direction ... method of multipliers and convert the original optimization problem into a sequential L1 penalized least ... adopted for further acceleration. Besides the sparse linear model estimation, we also provide the extension ... CLIME. The computation is memoryoptimized using the sparse matrix output...

SVMlight
 Referenced in 259 articles
[sw04076]
 algorithm proceeds by solving a sequence of optimization problems lowerbounding the solution using ... applications. Many tasks have the property of sparse instance vectors. This implementation makes...

HSL
 Referenced in 265 articles
[sw00418]
 sparse linear systems of equations and sparse eigenvalue problems. MATLAB interfaces are offered for selected ... processors. If you are interested in our optimization or nonlinear equation solving packages, our work...

Aztec
 Referenced in 82 articles
[sw12817]
 matrix notations: a) a pointentry modified sparse row (MSR) format; b) a blockentry ... parallel implementation and the library includes highly optimized matrixvector multiply kernels and preconditioners...

SimpleMKL
 Referenced in 58 articles
[sw12290]
 sparse kernel combinations. Apart from learning the combination, we solve a standard SVM optimization problem...

SpAMM
 Referenced in 6 articles
[sw12769]
 optimized sparse approximate matrix multiply for matrices with decay. We present an optimized singleprecision ... implementation of the sparse approximate matrix multiply (SpAMM) [M. Challacombe and N. Bock, “Fast multiplication ... Core Math Library, our optimized version is found to be significantly faster. Detailed performance comparisons...

OSL
 Referenced in 104 articles
[sw09295]
 programming within the framework of the IBM Optimization Subroutine Library. This class of methods uses ... deal with are symmetric and, although still sparse, are considerably denser than those assumed...

SPGL1
 Referenced in 154 articles
[sw08365]
 SPGL1: A solver for largescale sparse reconstruction: Probing the Pareto frontier for basis pursuit ... parameter determines a curve that traces the optimal tradeoff between the leastsquares...

clSpMV
 Referenced in 9 articles
[sw12638]
 crossplatform OpenCL SpMV framework on GPUs. Sparse matrix vector multiplication (SpMV) kernel ... make extensive efforts to optimize the SpMV kernel in sparse linear algebra. With the appearance ... heterogeneous platforms, we are able to optimize the SpMV kernel on many different platforms ... vendor optimized CUDA implementation of the proposed hybrid sparse format in [3], and 63.6% higher...

PENBMI
 Referenced in 41 articles
[sw05124]
 PENBMI is a computer program for solving optimization problems with quadratic objective and bilinear matrix ... small to largescale dense and sparse LMI and BMI problems...

MA57
 Referenced in 85 articles
[sw00536]
 code for the direct solution of sparse symmetric linear equations that solves indefinite systems with ... facilities have been developed particularly to support optimization applications, and we illustrate the performance...

LONE
 Referenced in 4 articles
[sw18211]
 quantum spin systems, control functions with a sparse and pulseshaped structure are often required ... controls can be obtained by solving quantum optimal control problems with L1penalized cost functionals ... presented aimed to solving L1penalized optimal control problems governed by unitaryoperator quantum spin ... LONE code in computing accurate sparse optimal control solutions...

ECOS
 Referenced in 31 articles
[sw12123]
 opensource numerical software package for solving optimization problems with secondorder cone constraints (SOCPs ... sparse) problem data. As a consequence, it can be used to solve optimization problems...

SparseCoLO
 Referenced in 8 articles
[sw04768]
 SparseCoLO (Conversion Methods for SPARSE COnicform Linear Optimization) SparseCoLO is a Matlab package ... completion for an optimization problem with matrix inequalities satisfying a sparse chordal graph structure...

SparseBSOS
 Referenced in 9 articles
[sw31772]
 large scale polynomial optimization with sparsity. We provide a sparse version of the bounded degree ... Lasserre et al. in EURO J Comp Optim:87–117, 2017) for polynomial optimization problems ... pattern satisfies the running intersection property this SparseBSOS hierarchy of semidefinite programs (with semidefinite...

camel
 Referenced in 8 articles
[sw14318]
 models; (3) Tiger, Calibrated Clime for estimating sparse Gaussian graphical models. We adopt the combination ... MFISTA). The computation is memoryoptimized using the sparse matrix output, and accelerated...

SPORCO
 Referenced in 3 articles
[sw26283]
 standard and convolutional sparse representations. SParse Optimization Research COde (SPORCO). This library provides functions...

sparsenet
 Referenced in 71 articles
[sw19133]
 nonconvex penalties. We address the problem of sparse selection in linear models. A number ... pursue a coordinatedescent approach for optimization, and study its convergence properties. We characterize...

HQP
 Referenced in 5 articles
[sw07288]
 solver for sparse nonlinear optimization. HQP is a solver for nonlinearly constrained largescale optimization...

Tensorlab
 Referenced in 46 articles
[sw14255]
 with structured factors and support for dense, sparse and incomplete data sets, tensor decompositions: canonical ... multilinear rank approximation (LMLRA), complex optimization: quasiNewton and nonlinearleast squares optimization with complex...