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Enhanced Self-Organizing Map Solution for the Traveling Salesman Problem

2021-12-03 19:34:16
Joao P. A. Dantas, Andre N. Costa, Marcos R. O. A. Maximo, Takashi Yoneyama
arXiv_AI
   
Abstract

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.

Abstract (translated)

URL

https://arxiv.org/abs/2201.07208

PDF

https://arxiv.org/pdf/2201.07208.pdf

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