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Foundations of Decision-Making Agents-Logic, Probability and Modality

机译:决策代理的基础-逻辑,概率和模态

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This self-contained book provides three fundamental and generic approaches (logical, probabilistic, and modal) to representing and reasoning with agent epistemic states, specifically in the context of decision making. Each of these approaches can be applied to the construction of intelligent software agents for making decisions, thereby creating computational foundations for decision-making agents. In addition, the book introduces a formal integration of the three approaches into a single unified approach that combines the advantages of all the approaches. Finally, the symbolic argumentation approach to decision making developed in this book, combining logic and probability, offers several advantages over the traditional approach to decision making which is based on simple rule-based expert systems or expected utility theory.
机译:这本自成体系的书提供了三种基本且通用的方法(逻辑,概率和模态)来表示和推理代理的认知状态,尤其是在决策过程中。这些方法中的每一种都可以应用于构建智能软件代理以进行决策,从而为决策代理创建计算基础。此外,这本书介绍了将三种方法正式集成到一个统一的方法中的方法,该方法结合了所有方法的优点。最后,本书开发的象征性论证方法结合了逻辑和概率,相对于基于简单的基于规则的专家系统或期望效用理论的传统决策方法,它具有许多优势。

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