Due mostly to its application to cognitive radio networks, multiplayer bandits gained a lot of interest in the last decade. A considerable progress has been made on its theoretical aspect. However, the current algorithms are far from applicable and many obstacles remain between these theoretical results and a possible implementation of multiplayer bandits algorithms in real cognitive radio networks. This survey contextualizes and organizes the rich multiplayer bandits literature. In light of the existing works, some clear directions for future research appear. We believe that a further study of these different directions might lead to theoretical algorithms adapted to real-world situations.
翻译:过去十年来,多玩家强盗在理论方面已经取得了相当大的进展。然而,目前的算法远远没有适用,这些理论结果和在真正的认知无线电网络中可能实施多玩家强盗算法之间还存在许多障碍。这次调查将丰富的多玩家强盗文学内容背景化并组织起来。根据现有的作品,未来研究似乎有一些明确的方向。我们认为,对这些不同方向的进一步研究可能导致理论算法适应现实世界的情况。