
SDPNAL+
 Referenced in 53 articles
[sw13239]
 solve large scale SDPs arising from rank1 tensor approximation problems constructed ... largest rank1 tensor approximation problem we solved (in about 14.5 h) is nonsym...

ADMiRA
 Referenced in 35 articles
[sw31664]
 ADMiRA: Atomic Decomposition for Minimum Rank Approximation. In this paper, we address compressed sensing ... rank matrix posing the inverse problem as an approximation problem with a specified target rank ... solution. A simple search over the target rank then provides the minimum rank solution satisfying ... sparse vector and a lowrank matrix and extending efficient greedy algorithms from the vector...

CirCut
 Referenced in 42 articles
[sw04782]
 Ranktwo relaxation heuristics for MAXCUT and other binary quadratic programs The GoemansWilliamson ... better practical performance, we propose an alternative, ranktwo relaxation and develop a specialized version ... problem.par A computer code based on the ranktwo relaxation heuristics is compared with...

MNM
 Referenced in 48 articles
[sw06075]
 Approach Based on Spatial Signs and Ranks , The package provides multivariate tests, estimates and methods ... identity score, spatial sign score and spatial rank score. The methods include...

Chebfun2
 Referenced in 38 articles
[sw12708]
 form u(y)v(x) (low rank approximants), where ... Chebfun objects. The socalled low rank approximations are constructed using an iterative algorithm that ... functions of two variables is of low rank or can be approximated ... that can be written as one of rank 4 is found. The paper also discusses...

MULAN
 Referenced in 65 articles
[sw08062]
 data. It offers a variety of classification, ranking, thresholding and dimensionality reduction algorithms, as well...

RTRMC
 Referenced in 39 articles
[sw20435]
 RTRMC : Lowrank matrix completion via preconditioned optimization on the Grassmann manifold. We address ... problem of recovering large matrices of low rank when most of the entries are unknown ... exploit the geometry of the lowrank constraint to recast the problem as an unconstrained...

LMIRank
 Referenced in 35 articles
[sw04823]
 applications to controller analysis and design. The rank constrained LMI problem is a natural ... constraints together with an additional matrix rank constraint. Interest in rank constrained LMIs arises ... easily seen to be equivalent to rank one constrained LMI problems...

svdpack
 Referenced in 60 articles
[sw04819]
 motivated by the need to compute large rank approximations to sparse termdocument matrices from...

LOBPCG
 Referenced in 33 articles
[sw09638]
 Preconditioned lowrank methods for highdimensional elliptic PDE eigenvalue problems. We consider elliptic ... desired solution vector x in a lowrank tensor format. In this paper ... hierarchical Tucker decomposition to develop a lowrank variant of LOBPCG, a classical preconditioned eigenvalue ... MALS with LOBPCG and with our lowrank variant is proposed. A number of numerical...

SuiteSparseQR
 Referenced in 41 articles
[sw07348]
 Algorithm 915, SuiteSparseQR: Multifrontal multithreaded rankrevealing sparse QR factorization. SuiteSparseQR is a sparse ... formation of the pattern of ATA. Approximate rankdetection is performed within each frontal matrix...

ALEA
 Referenced in 55 articles
[sw10167]
 python framework for spectral methods and lowrank approximations in uncertainty quantification. ALEA is intended...

gbm
 Referenced in 53 articles
[sw07994]
 loss, Huberized hinge loss, and Learning to Rank measures (LambdaMart...

LowRankModels
 Referenced in 37 articles
[sw27002]
 package for modeling and fitting generalized low rank models (GLRMs). GLRMs model a data array ... rank matrix, and include many well known models in data analysis, such as principal components...

ALCON
 Referenced in 36 articles
[sw05315]
 with rank F’(y)=n for y∈D. In particular, for the corrector iteration ... computed only once and thereafter a rankone update is applied. The choice...

Pyglrm
 Referenced in 36 articles
[sw27003]
 package for modeling and fitting generalized low rank models (GLRMs), based on the Julia package ... model a data array by a low rank matrix, and include many well known models...

XSEarch
 Referenced in 28 articles
[sw12180]
 user’s query. Query answers are ranked using extended informationretrieval techniques and are generated ... order similar to the ranking. Advanced indexing techniques were developed to facilitate efficient implementation ... indicate that XSEarch is efficient, scalable and ranks quality results highly...

STRUMPACK
 Referenced in 41 articles
[sw17483]
 both dense and sparse systems using lowrank structured factorization with randomized sampling...

UQLab
 Referenced in 41 articles
[sw19740]
 expansions, Gaussian process modelling, a.k.a. Kriging, lowrank tensor approximations), rare event estimation (structural reliability...

KITTI
 Referenced in 41 articles
[sw30418]
 evaluation website. Preliminary experiments show that methods ranking high on established benchmarks such as Middlebury...