Communication Protocol Model for Language Game with Multi-Agents and Multi-Languages Using Dynamic Radius of SOM
Journal Title: International Journal of the Computer, the Internet and Management - Year 2018, Vol 26, Issue 2
Abstract
This paper demonstrates how autonomous systems can learn and communicate with each other in three different humane languages. In this work, we proposed a conceptual model based on Language Games and Conceptual Spaces including a special technique: an optimum dynamic radius of Self-Organizing Map (SOM) for the best searching unit between autonomous agents. Our proposed model shows the visualized simulation of the potential ways of a communication protocol during Language Game. Later the performance of the dynamic and the fixed radius of SOM technique is compared and evaluated. The results show that the proposed model enhanced with the optimum of the dynamic radius at the size of 30 can outperform the standard SOM. Finally, we have shown the effects of the number of the players and the number of the topics against the success rate could reduce concept searching process, and helping autonomous learning faster and convergence matching all three languages.
Authors and Affiliations
Somjin Juntarajessadakorn, Vatinee Nuipian, Phayung Meesad
Keywords
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