论文标题

增强旅行推销员问题的自组织地图解决方案

Enhanced Self-Organizing Map Solution for the Traveling Salesman Problem

论文作者

Dantas, Joao P. A., Costa, Andre N., Maximo, Marcos R. O. A., Yoneyama, Takashi

论文摘要

使用增强的自组织地图方法,我们为旅行推销员问题提供了次优的解决方案。此外,我们采用了超参数调整来识别算法中最关键的特征。基准工作的所有改进都带来了一致的结果,并可能激发未来改善该算法并将其应用于不同问题的努力。

Using an enhanced Self-Organizing Map method, we provided suboptimal solutions to the Traveling Salesman Problem. Besides, we employed hyperparameter tuning to identify the most critical features in the algorithm. All improvements in the benchmark work brought consistent results and may inspire future efforts to improve this algorithm and apply it to different problems.

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