Matrix Decomposition.pdf

2316.pdf
Preview of Matrix Decomposition
🔗 Source: optimization-online.org
📊 Size: 320 KB
📄 Pages: 24 pages
⬇️ Downloads: 124

Summary

Matrix decomposition problem involves recovering sparse and low-rank components from a given matrix, with applications in model and system identification, statistical model selection, and computational complexity. A convex optimization formulation is proposed, minimizing a linear combination of the ℓ1 norm and the nuclear norm of the components. Rank-sparsity incoherence, an uncertainty principle between the sparsity pattern of a matrix and its row/column spaces, is developed to characterize identifiability and sufficient conditions for exact recovery. Geometric analysis and simulation results on synthetic matrix decomposition problems are presented.

Description

Matrix decomposition problem involves recovering sparse and low-rank components from a given matrix, with applications in model and system identification,...

Technical Information

  • File Format: PDF
  • File Size: 320 KB
  • Pages: 24
  • Language: EN
  • Total Downloads: 124
  • Last Updated: 6 days ago

Document Overview

This PDF document about Matrix Decomposition provides comprehensive information and guidance. Whether you're a beginner or advanced user, this resource offers valuable insights into Matrix Decomposition.

Related Topics

If you're interested in Matrix Decomposition, you might also want to explore:

Download Matrix Decomposition eBooks for free and learn more about Matrix Decomposition. These books contain exercises and tutorials to improve your practical skills, at all levels!

Not satisfied with this document? We have related documents to Matrix Decomposition, try searching with similar keywords: Single-Channel Signal Decomposition Using Empirical-Mode Decomposition and Independent Component Analysis, Polar Decomposition 2x2 Matrix, Qr Matrix Decomposition, Singular Value Decomposition Example 2x2 Matrix, Matrix Decomposition, PDF A Survey Of Matrix Theory And Matrix Inequali, Making The Matrix Work How Matrix Managers Engage , Matrix Color Sync And Matrix Socolor

You can download PDF versions of the user's guide, manuals and ebooks about Matrix Decomposition, you can also find and download for free A free online manual (notices) with beginner and intermediate, Downloads Documentation, You can download PDF files (or DOC and PPT) about Matrix Decomposition for free, but please respect copyrighted ebooks.