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  • POMDP基础入门(上) - 知乎
    POMDP,英文全称 Partially Observable Markov Decision Process,部分可观测马尔可夫决策过程,这是一种用于描述不确定环境下的序列决策问题的建模框架(建模方式)。
  • 深入解析部分可观测马尔可夫决策过程(POMDP)及其应用-CSDN博客
    部分可观测马尔可夫决策过程(POMDP)作为处理不确定环境下序贯决策问题的数学框架,已在多个前沿领域展现出变革性潜力。
  • Partially observable Markov decision process - Wikipedia
    A POMDP models an agent decision process in which it is assumed that the system dynamics are determined by an MDP, but the agent cannot directly observe the underlying state
  • 部分可观察马尔可夫决策过程_百度百科
    部分可观察马尔可夫决策过程(Partially Observable Markov Decision Process,缩写:POMDP),是一种通用化的马尔可夫决策过程。 POMDP模拟智能体决策程序是假设系统动态由MDP决定,但是智能体无法直接观察状态。
  • POMDPs for Dummies
    I'm feeling brave; I know what a POMDP is, but I want to learn how to solve one Here is a complete index of all the pages in this tutorial Brief Introduction to MDPs Brief Introduction to the Value Iteration Algorithm Background on POMDPs Background on Solving POMDPs POMDP Value Iteration Example General Form of a POMDP solution
  • POMDP - 知乎
    POMDP模型可以把不确定性量化并基于此构建策略:基于实时的置信度(belief state),选择合适的探索(exploration)或利用(exploitation)动作,在不确定的环境下实现任务完成与认知更新的最优平衡。
  • 部分可观测马尔科夫决策过程 (POMDP; Partially Observable MDP)
    POMDP是MDP的扩展,是一种用于建模在不完全信息环境下做决策的问题。 相较于MDP,POMDP引入了 观测空间 和 观测函数 的概念,用于描述在部分可观测环境中的决策过程。
  • Microsoft PowerPoint - POMDP_lecture
    Some games (like poker) have hidden states POMDPs can compute a best response to a fixed opponent policy Solving the full game is a Partially Observable Stochastic Game (POSG) Even harder to solve than a POMDP




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