Verified reductions for optimization

Author:

Bentkamp AlexanderORCID,Mir Ramon FernándezORCID,Avigad JeremyORCID

Abstract

AbstractNumerical and symbolic methods for optimization are used extensively in engineering, industry, and finance. Various methods are used to reduce problems of interest to ones that are amenable to solution by these methods. We develop a framework for designing and applying such reductions, using the Lean programming language and interactive proof assistant. Formal verification makes the process more reliable, and the availability of an interactive framework and ambient mathematical library provides a robust environment for constructing the reductions and reasoning about them.

Publisher

Springer Nature Switzerland

Cited by 3 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Mathematics and the formal turn;Bulletin of the American Mathematical Society;2024-02-15

2. Transforming Optimization Problems into Disciplined Convex Programming Form;Lecture Notes in Computer Science;2024

3. Verified reductions for optimization;Tools and Algorithms for the Construction and Analysis of Systems;2023

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