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A Note on Application of Nesterov’s Method in Solving Lasso-Type Problems

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Publication:2943784
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DOI10.1080/03610918.2013.824096zbMath1327.62414OpenAlexW1991977422MaRDI QIDQ2943784

Heng Lian, Ye Tian

Publication date: 4 September 2015

Published in: Communications in Statistics - Simulation and Computation (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1080/03610918.2013.824096


zbMATH Keywords

group lassolassocoordinate descentfused lasso


Mathematics Subject Classification ID

Linear regression; mixed models (62J05) Point estimation (62F10)




Cites Work

  • Gradient methods for minimizing composite functions
  • Functional linear regression that's interpretable
  • Variable selection in nonparametric additive models
  • On parallel complexity of nonsmooth convex optimization
  • Least angle regression. (With discussion)
  • Pathwise coordinate optimization
  • Piecewise linear regularized solution paths
  • The Group Lasso for Logistic Regression
  • Sparsity and Smoothness Via the Fused Lasso
  • Shrinkage Estimation of the Varying Coefficient Model
  • Model Selection and Estimation in Regression with Grouped Variables
  • Robust Statistics


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