Open AccessMathematicsEngineeringComputer Science

E. Candès, J. Romberg, T. Tao

2005.3.3COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS

DOI: 10.1002/cpa.20124

tlooto Summary

It is shown that it is possible to recover x0 accurately based on the data y from incomplete and contaminated observations.

Abstract

Suppose we wish to recover a vector x0 ∈ ℝ𝓂 (e.g., a digital signal or image) from incomplete and contaminated observations y = A x0 + e; A is an 𝓃 × 𝓂 matrix with far fewer rows than columns (𝓃 ≪ 𝓂) and e is an error term. Is it possible to recover x0 accurately based on the data y?

Citation format

CANDÈS, E.; ROMBERG, J.; TAO, T. Stable signal recovery from incomplete and inaccurate measurements [preprint]. arXiv, 2005. arXiv:math/0503066.