exploration amp;exploitation是什么意思

强化学习理论受到行为主义心理学启发，侧重在线学习并试图在探索-利用（exploration-exploitation）间保持平衡。不同于监督学习和非监督学习，强化学习不要求预先给定任何数据，而是通过接收环境对动作的奖励（反馈）获得学习信息并更新模型参数。强化学习问题在信息论、博弈论、自动控制等领域有得到讨论，被用于...

countries and regions of the continental shelf and deep sea oil exploration and mining, have discovered more than 500 oil and gas fields, a period of ten years of the World Ocean Drilling Program's implementation of the edge near the end. Offshore oil exploration and exploitation,...

posted: 07:30 am ET 16 October 2003 BEIJING (AP) -- Fresh from a history-making trip into orbit, China's newly minted space hero proclaimed his amazement Thursday at "the greatest day of my life,'' while his leaders announced they would push forward in their exploration of ...

1.Yuzhuang Sun and B. Horsfield （2005） Comparison of the Geochemical Characteristicsof “Barkinite” and Other MaceralsFrom the Dahe Mine， South China. Energy Exploration and Exploitation· Volume 23 · Number 6 · 2005 pp. 475–4942.Yu-Zhuang Sun， Wang Jinxi， Li Shifeng， ...

在搜索过程中，MCTS选择策略考虑了exploration和exploitation的平衡。初期通过高exploration概率探索更多可能性，后期则更多依赖于积累的奖励信息进行优化。这一平衡策略有助于模型在探索和利用之间找到最佳平衡点。意义与影响：AlphaGo Zero的成功展示了强化学习在复杂决策问题上的潜力，以及深度学习在无监督条件下...