• msgl

  • Referenced in 10 articles [sw26552]
  • package msgl: Multinomial Sparse Group Lasso. Multinomial logistic regression with sparse group lasso penalty. Simultaneous ... many classes. The algorithm computes the sparse group lasso penalized maximum likelihood estimate...
  • C-HiLasso

  • Referenced in 4 articles [sw25234]
  • HiLasso: a collaborative hierarchical sparse modeling framework. Sparse modeling is a powerful framework for data ... linear regression problem, commonly referred to as Lasso or Basis Pursuit. In this work ... block-sparsity property of the Group Lasso, where sparse groups of features are jointly encoded ... hierarchically structured. This results in the Hierarchical Lasso (HiLasso), which shows important practical advantages...
  • SGL-SVM

  • Referenced in 1 article [sw34146]
  • classification via support vector machine with sparse group lasso. At present, with the in-depth ... particular, the sparse characteristics of gene expression data within and between groups. Therefore, this paper ... method of tumor classification -- sparse group lasso (least absolute shrinkage and selection operator) and support ... rank sum test. Secondly, using a sparse group lasso for further selection, and finally...
  • scalpel

  • Referenced in 2 articles [sw19378]
  • corresponding activity over time, using a sparse group lasso optimization problem. We apply our proposal...
  • SPAMS

  • Referenced in 1 article [sw32070]
  • structured sparse decomposition problems (l1/l2, l1/linf, sparse group lasso, tree-structured regularization, structured sparsity with...
  • Groupyr

  • Referenced in 1 article [sw37592]
  • Groupyr: Sparse Group Lasso in Python. Groupyr is a Python library for penalized regression...
  • Glmnet

  • Referenced in 9 articles [sw25026]
  • efficient procedures for fitting the entire lasso or elastic-net path for linear regression, logistic ... fold cross-validation; extensive options such as sparse input-matrix formats and range constraints ... additions are the multiresponse gaussian, and the grouped multinomial...
  • EBglmnet

  • Referenced in 2 articles [sw15564]
  • selection and effect estimation. Key features include sparse variable selection and effect estimation via generalized ... package outperforms other popular methods such as lasso and elastic net methods in terms ... false discovery rate, and power of detecting grouping effects...
  • JGL

  • Referenced in 1 article [sw27159]
  • generalized method for estimating Gaussian graphical models/ sparse inverse covariance matrices/ biological networks on multiple ... under two penalty functions: The Fused Graphical Lasso (FGL), which employs a fused penalty ... similar across classes, and the Group Graphical Lasso (GGL), which encourages similar network structure between...
  • SpaRSA

  • Referenced in 3 articles [sw20467]
  • SpaRSA: Sparse Reconstruction by Separable Approximation. Finding sparse approximate solutions to large underdetermined linear systems ... least absolute shrinkage and selection operator (LASSO), waveletbased deconvolution and reconstruction, and compressed sensing ... regularizers, such as an 1-norm and group-separable regularizers. It also generalizes immediately...
  • hsm

  • Referenced in 0 articles [sw15371]
  • solving the proximal function of latent group Lasso, highlighted by decomposing a DAG into several ... Bien (2015) ”Hierarchical Sparse Modeling: A Choice of Two Regularizers...
  • CSDP

  • Referenced in 200 articles [sw00169]
  • CSDP, A C Library for Semidefinite Programming. This...
  • LSQR

  • Referenced in 367 articles [sw00530]
  • Algorithm 583: LSQR: Sparse Linear Equations and Least...
  • MapReduce

  • Referenced in 251 articles [sw00546]
  • MapReduce is a new parallel programming model initially...
  • Matlab

  • Referenced in 12309 articles [sw00558]
  • MATLAB® is a high-level language and interactive...
  • mclust

  • Referenced in 260 articles [sw00563]
  • R package mclust: Normal Mixture Modeling for Model...
  • Octave

  • Referenced in 288 articles [sw00646]
  • GNU Octave is a high-level language, primarily...
  • R

  • Referenced in 8601 articles [sw00771]
  • R is a language and environment for statistical...
  • QUADPACK

  • Referenced in 250 articles [sw01236]
  • Fortran subprograms for evaluating definite integrals of functions...
  • OSCAR

  • Referenced in 47 articles [sw03026]
  • Simultaneous regression shrinkage, variable selection, and supervised clustering...