1. Preface

   • Zai-Wen Wen
   • Wo-Tao Yin
   • Xiao-Ming Yuan

   EditorialNotes 09 May 2015 Pages: 95 - 97

2. Data-Driven Tight Frame for Multi-channel Images and Its Application to Joint Color-Depth Image Reconstruction

   • Jin Wang
   • Jian-Feng Cai

   OriginalPaper 26 February 2015 Pages: 99 - 115

   

3. Distributed and Consensus Optimization for Non-smooth Image Reconstruction

   • Xiao-Jing Ye

   OriginalPaper 18 February 2015 Pages: 117 - 138

   

4. An Alternating Direction Approximate Newton Algorithm for Ill-Conditioned Inverse Problems with Application to Parallel MRI

   • William Hager
   • Cuong Ngo
   • Hong-Chao Zhang

   OriginalPaper 12 May 2015 Pages: 139 - 162

   

5. A Parallel Line Search Subspace Correction Method for Composite Convex Optimization

   • Qian Dong
   • Xin Liu
   • Ya-Xiang Yuan

   OriginalPaper 09 May 2015 Pages: 163 - 187

   

6. Decentralized and Privacy-Preserving Low-Rank Matrix Completion

   • An-Ya Lin
   • Qing Ling

   OriginalPaper 05 May 2015 Pages: 189 - 205

   

7. Nonconvex Sorted \(\ell _1\) Minimization for Sparse Approximation

   • Xiao-Lin Huang
   • Lei Shi
   • Ming Yan

   OriginalPaper 26 February 2015 Pages: 207 - 229

   

8. Sparse and Low-Rank Covariance Matrix Estimation

   • Sheng-Long Zhou
   • Nai-Hua Xiu
   • Ling-Chen Kong

   OriginalPaper 09 October 2014 Pages: 231 - 250