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Hauptverfasser: Zhou, Li-wen, Tang, Min, Yi, Ya-ling, Zhang, Yao-Jia
Format: Preprint
Veröffentlicht: 2024
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Online-Zugang:https://arxiv.org/abs/2412.12899
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author Zhou, Li-wen
Tang, Min
Yi, Ya-ling
Zhang, Yao-Jia
author_facet Zhou, Li-wen
Tang, Min
Yi, Ya-ling
Zhang, Yao-Jia
contents In this paper, a generalized optimization problem on the local sphere is established by the cone order relation on the tangent space, and solved by an improved conditional gradient method (for short, ICGM). The auxiliary subproblems are constructed by the directed distance function on the tangent space, the iteration step size is updated by the Armijo rule, and the convergence of the ICGM is proved without the convexity of the objective function. Under the assumption of convexity, the clusters of the sequence generated by the ICGM are proved to be the spherical weakly Pareto solutions (also known as weakly efficient solutions) of this problem .
format Preprint
id arxiv_https___arxiv_org_abs_2412_12899
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Improved conditional gradient method for the generalized cone order optimization problem on the local sphere
Zhou, Li-wen
Tang, Min
Yi, Ya-ling
Zhang, Yao-Jia
Optimization and Control
In this paper, a generalized optimization problem on the local sphere is established by the cone order relation on the tangent space, and solved by an improved conditional gradient method (for short, ICGM). The auxiliary subproblems are constructed by the directed distance function on the tangent space, the iteration step size is updated by the Armijo rule, and the convergence of the ICGM is proved without the convexity of the objective function. Under the assumption of convexity, the clusters of the sequence generated by the ICGM are proved to be the spherical weakly Pareto solutions (also known as weakly efficient solutions) of this problem .
title Improved conditional gradient method for the generalized cone order optimization problem on the local sphere
topic Optimization and Control
url https://arxiv.org/abs/2412.12899