NP-hardness of deciding convexity of quartic polynomials and related problems

We show that unless P = NP, there exists no polynomial time (or even pseudo-polynomial time) algorithm that can decide whether a multivariate polynomial of degree four (or higher even degree) is globally convex. This solves a problem that has been open since 1992 when N. Z. Shor asked for the comple...

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Bibliographic Details
Main Authors: Ahmadi, Amir Ali, Olshevsky, Alexander, Parrilo, Pablo A., Tsitsiklis, John N.
Other Authors: Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science
Format: Article
Language:en_US
Published: Springer-Verlag 2012
Online Access:http://hdl.handle.net/1721.1/73527
https://orcid.org/0000-0003-1132-8477
https://orcid.org/0000-0003-2658-8239