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:主要由于在认知无线电网络中的应用,多玩家赌博机在过去十年中获得了广泛关注。其理论方面已取得显著进展。然而,现有算法远未达到实用程度,这些理论成果与多玩家赌博机算法在实际认知无线电网络中的可能实现之间仍存在诸多障碍。本综述对丰富的多玩家赌博机文献进行了背景梳理与体系化整理。基于现有研究成果,未来研究的若干明确方向已显现。我们相信,对这些不同方向的深入研究或将催生适应现实场景的理论算法。