arXiv Analytics

Sign in

arXiv:2409.08119 [math.OC]AbstractReferencesReviewsResources

Duality theory in linear optimization and its extensions -- formally verified

Martin Dvorak, Vladimir Kolmogorov

Published 2024-09-12Version 1

Farkas established that a system of linear inequalities has a solution if and only if we cannot obtain a contradiction by taking a linear combination of the inequalities. We state and formally prove several Farkas-like theorems over linearly ordered fields in Lean 4. Furthermore, we extend duality theory to the case when some coefficients are allowed to take ``infinite values''.

Comments: Code: https://github.com/madvorak/duality/tree/v2.0.0
Categories: math.OC, cs.LO
Related articles: Most relevant | Search more
arXiv:1312.4489 [math.OC] (Published 2013-12-16, updated 2014-10-30)
An Improvised Approach to Robustness in Linear Optimization
arXiv:1507.01995 [math.OC] (Published 2015-07-08)
Two-sided linear chance constraints and extensions
arXiv:1707.07476 [math.OC] (Published 2017-07-24)
About Extensions of the Extremal Principle