Skip to main content Accessibility help
Internet Explorer 11 is being discontinued by Microsoft in August 2021. If you have difficulties viewing the site on Internet Explorer 11 we recommend using a different browser such as Microsoft Edge, Google Chrome, Apple Safari or Mozilla Firefox.

Chapter 3: Convex Methods for Sparse Signal Recovery

Chapter 3: Convex Methods for Sparse Signal Recovery

pp. 69-131

Authors

, Columbia University, New York, , University of California, Berkeley
Resources available Unlock the full potential of this textbook with additional resources. There are Instructor restricted resources available for this textbook. Explore resources
  • Add bookmark
  • Cite
  • Share

Summary

In the previous chapter, we saw many problems for which the goal is to find a sparse solution to an underdetermined linear system of equations y = Ax. This problem is NP-hard in general. However, we also observed that certain well-structured instances can be solved efficiently: in experiments, when y = Axo and xo was sufficiently sparse, tractable ℓ1 minimization

About the book

Access options

Review the options below to login to check your access.

Purchase options

eTextbook
US$89.00
Hardback
US$89.00

Have an access code?

To redeem an access code, please log in with your personal login.

If you believe you should have access to this content, please contact your institutional librarian or consult our FAQ page for further information about accessing our content.

Also available to purchase from these educational ebook suppliers