lanpokn / ucb Goto Github PK
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used for robocub
本文件夹主要用频率派且reward分布服从伯努利分布的方法进行ucb的mab mainly use: main,my_model,UCB score:yellow>blue>red>other 存在问题: 1.状态不能随着action改变,一个动作必须迅速得到结果(在定位器任务中这个是可以接受的) 2.action/state space均为离散值才行(非常不好) 接下来的方向 换个文件夹 1. 通过贝叶斯派加高斯分布的方式实现状态空间连续下的躲避赌博机 2. 探讨怎样实现动作空间的连续化(是否要借助深度强化学习了?) 这个文件夹 学会用logger系统性的记录UCB算法中的各种情况 用带抛弃的UCB实现快速决定到合适的类别上(有两种方法,已实现普遍使用的不抛弃,设法实现推导中带抛弃的,注意二者regret上界已被证明是一样的),目标是小样本强化学习
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