A Novel Step Towards Deep-Reinforcement Learning in a Cooperative Multi-agent System
Author | : Ginni Devi |
Publisher | : |
Total Pages | : 0 |
Release | : 2019 |
ISBN-10 | : OCLC:1375518753 |
ISBN-13 | : |
Rating | : 4/5 ( Downloads) |
Download or read book A Novel Step Towards Deep-Reinforcement Learning in a Cooperative Multi-agent System written by Ginni Devi and published by . This book was released on 2019 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: This study is an attempt to present a brief survey of several excellent works done by various authors in the field of multi-agent learning as well as multi-agent deep learning towards improving coordination and learning efficiency in the same. Based on the review of the existing work and research findings, we have proposed a framework to address coordination and learning issues in multi-agent learning. In this paper, we present a Networked-Deep Multi-agent Learning framework (N-DMAL), based upon implementation of deep reinforcement learning with social networks, that will result in improved learning efficiency of agents while interacting in a networked multi-agent system. The presented approach extends the traditional deep reinforcementlearning algorithm for agents' interaction with other neighbouring agents when they coordinate in a cooperative manner.