Computing Conjugate Barrier Information for Nonsymmetric Cones

Author:

Kapelevich LeaORCID,Andersen Erling D.,Vielma Juan Pablo

Abstract

AbstractThe recent interior point algorithm by Dahl and Andersen [10] for nonsymmetric cones as well as earlier works [18, 21] require derivative information from the conjugate of the barrier function of the cones in the problem. Besides a few special cases, there is no indication of when this information is efficient to evaluate. We show how to compute the gradient of the conjugate barrier function for seven useful nonsymmetric cones. In some cases, this is helpful for deriving closed-form expressions for the inverse Hessian operator for the primal barrier.

Funder

Office of Naval Research

National Science Foundation

Publisher

Springer Science and Business Media LLC

Subject

Applied Mathematics,Management Science and Operations Research,Control and Optimization

Reference31 articles.

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4. Coey, C.: Interior point and outer approximation methods for conic optimization. Ph.D. thesis, Massachusetts Institute of Technology (2022)

5. Coey, C., Kapelevich, L., Vielma, J.P.: Conic optimization with spectral functions on Euclidean Jordan algebras. arXiv preprint arXiv:2103.04104 (2021). https://doi.org/10.48550

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