Difference Between Cyclic and Distributed Approach in Stochastic Optimization for Multi-agent System
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arXiv
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866910594870804480 |
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| author | Shi, Jiahao Spall, James C. |
| author_facet | Shi, Jiahao Spall, James C. |
| contents | Many stochastic optimization problems in multi-agent systems can be decomposed into smaller subproblems or reduced decision subspaces. The cyclic and distributed approaches are two widely used strategies for solving such problems. In this manuscript, we review four existing methods for addressing these problems and compare them based on their suitable problem frameworks and update rules. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2409_05155 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Difference Between Cyclic and Distributed Approach in Stochastic Optimization for Multi-agent System Shi, Jiahao Spall, James C. Optimization and Control Systems and Control Many stochastic optimization problems in multi-agent systems can be decomposed into smaller subproblems or reduced decision subspaces. The cyclic and distributed approaches are two widely used strategies for solving such problems. In this manuscript, we review four existing methods for addressing these problems and compare them based on their suitable problem frameworks and update rules. |
| title | Difference Between Cyclic and Distributed Approach in Stochastic Optimization for Multi-agent System |
| topic | Optimization and Control Systems and Control |
| url | https://arxiv.org/abs/2409.05155 |