• SparseMatrix

  • Referenced in 725 articles [sw04629]
  • sparse matrix algorithms. It allows for robust and repeatable experiments: robust because performance results with...
  • SuiteSparseQR

  • Referenced in 41 articles [sw07348]
  • revealing sparse QR factorization. SuiteSparseQR is a sparse QR factorization package based on the multifrontal ... ordering. For sufficiently large problems, the resulting sparse QR factorization obtains a substantial fraction...
  • Adam

  • Referenced in 892 articles [sw22205]
  • objectives and problems with very noisy and/or sparse gradients. The hyper-parameters have intuitive interpretations ... that is comparable to the best known results under the online convex optimization framework. Empirical...
  • hypre

  • Referenced in 329 articles [sw00426]
  • software library for the solution of large, sparse linear systems on massively parallel computers ... hypre is given, including some numerical results that show the efficiency of the library...
  • FELICITY

  • Referenced in 22 articles [sw12294]
  • assembly) by automatic code generation. The resultant sparse matrices can be manipulated by MATLAB...
  • SNOPT

  • Referenced in 551 articles [sw02300]
  • available and that the constraint gradients are sparse. We discuss an SQP algorithm that uses ... trajectory optimization in the aerospace industry. Numerical results are given for most problems...
  • hgam

  • Referenced in 73 articles [sw11201]
  • oracle results which yield asymptotic optimality of our estimator for high dimensional but sparse additive...
  • iFEM

  • Referenced in 173 articles [sw07766]
  • methods. In this novel coding style, the sparse matrix and its operation is used extensively ... page” proposed by Trefethen. The resulting code is simple, readable, and efficient. A unique strength...
  • mixOmics

  • Referenced in 29 articles [sw09508]
  • highly dimensional data sets: regularized CCA and sparse PLS to unravel relationships between two heterogeneous ... help interpreting the results. Recent methodological developments include: sparse PLS-Discriminant Analysis, Independent Principal Component...
  • PENNON

  • Referenced in 108 articles [sw04336]
  • mixture of SDP, SOCP and NLP constraints. Results of extensive numerical tests and comparison with ... that PENNON is particularly suitable for large sparse problems...
  • QUIC

  • Referenced in 34 articles [sw11795]
  • have strong statistical guarantees in recovering a sparse inverse covariance matrix, or alternatively the underlying ... propose a novel algorithm for solving the resulting optimization problem which is a regularized ... modifications that leverage the structure of the sparse Gaussian MLE problem. We show that ... method is superlinearly convergent, and present experimental results using synthetic and real-world application data...
  • NETT

  • Referenced in 15 articles [sw41773]
  • various sparse data problems. However, there are few theoretical results for deep learning in inverse ... regularizer is proposed. Numerical results are presented for a tomographic sparse data problem, which demonstrate ... derive the convergence and convergence rates results we introduce a new framework based...
  • SparsePR

  • Referenced in 18 articles [sw25721]
  • guarantees and representative numerical results can be found in: Robust Sparse Phase Retrieval Made Easy...
  • SuiteSparse

  • Referenced in 38 articles [sw04628]
  • sparse matrix algorithms. It allows for robust and repeatable experiments: robust because performance results with...
  • SparseResultants

  • Referenced in 3 articles [sw35283]
  • Macaulay2 package SparseResultants - computations with sparse resultants. This package provides the methods sparseResultant and sparseDiscriminant ... calculate sparse resultants and sparse discriminants. See also the package Resultants, which includes methods...
  • Graphs

  • Referenced in 109 articles [sw12277]
  • theoretical computer scientists analyze distance oracles and sparse spanners. Related problems are considered for compact ... survey, we review selected approaches, algorithms, and results on shortest-path queries from these fields...
  • DeepWalk

  • Referenced in 63 articles [sw39604]
  • such as BlogCatalog, Flickr, and YouTube. Our results show that DeepWalk outperforms challenging baselines which ... than competing methods when labeled data is sparse. In some experiments, DeepWalk’s representations ... online learning algorithm which builds useful incremental results, and is trivially parallelizable. These qualities make...
  • KLU

  • Referenced in 15 articles [sw06365]
  • minimum degree and nested dissection), and Gilbert/Peierls’ sparse left-looking LU factorization algorithm to factorize ... MATLAB interface. Performance results comparing KLU with SuperLU, Sparse 1.3, and UMFPACK on circuit simulation...
  • SBA

  • Referenced in 24 articles [sw05242]
  • concerns sba, a C/C++ package for generic sparse bundle adjustment that is distributed under ... points and cameras results in the underlying normal equations exhibiting a sparse block structure (click...
  • SVMlight

  • Referenced in 264 articles [sw04076]
  • testing. SVMlight exploits that the results of most leave-one-outs (often more than ... applications. Many tasks have the property of sparse instance vectors. This implementation makes...