2
$\begingroup$

I am trying to solve an optimization problem. I need some help in getting the results or survey on related issues. The question is a bit general but any help in identifying the correct sources would help.

Are their any good survey work/tutorial/book that could provide information on the known algorithms and complexity results for $L_{0}$, $L_{1}$, $L_{2}$ optimization and also the relation among them for both sparse and general solutions?

Improve this question
$\endgroup$
4
  • 3
    $\begingroup$ I would suggest asking for surveys/references in place of results/algorithms, IMHO in the current form the question is too broad. $\endgroup$
    – Kaveh
    Mar 23, 2011 at 17:08
  • $\begingroup$ clearly one part of your question relates to compressed sensing, which relates to the $L_1, L_0$ connection $\endgroup$
    – Suresh Venkat
    Mar 23, 2011 at 18:35
  • $\begingroup$ @Suresh Venkat - Is it related to Donoho's work? $\endgroup$
    – Turbo
    Mar 23, 2011 at 21:16
  • $\begingroup$ Yes, and many others as well $\endgroup$
    – Suresh Venkat
    Mar 23, 2011 at 22:21

1 Answer 1

Reset to default
5
$\begingroup$

You will find lots of links in Steve Wright's plenary talk at the SIAM Optimization 2011 conference: http://pages.cs.wisc.edu/~swright/talks/sjw-siopt11.pdf

At the same conference, Michael Friedlander gave a tutorial with many references and pointers to applications and software: http://www.cs.ubc.ca/~mpf/papers/mpf-tutorial-siopt11.pdf

The video lectures on compressive sensing given by Emmanuel Candes at Cambridge are also a great way to get into the subject: http://www.sms.cam.ac.uk/collection/1117766

Improve this answer
$\endgroup$

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge that you have read and understand our privacy policy and code of conduct.

Not the answer you're looking for? Browse other questions tagged or ask your own question.