Probabilistic Networks for Automated Reasoning

用于自动推理的概率网络

• 批准号: 9200918
• 负责人: Judea Pearl
• 金额: $ 30万
• 依托单位: University of California-Los Angeles
• 依托单位国家: 美国
• 项目类别: Continuing Grant
• 财政年份: 1992
• 资助国家: 美国
• 起止时间: 1992-03-15 至 1995-02-28
• 项目状态: 已结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=9200918&HistoricalAwards=false
• 关键词: Probabilistic; Networks; Automated; Reasoning

This research is concerned with the extending the capabilities of probabilistic networks as the basic mechanism of representing and managing uncertainty in automated reasoning applications. The project consists of three parallel investigations: 1. The formalization of relevance and causation using extensions to the theory of graphoids. 2. The mechanization of qualitative non- monotonific reasoning based on sound probabilistic semantics. 3. The automatic recovery of causal structures from data.

这项研究是关于扩展的能力， 概率网络作为表示和 管理自动推理应用中的不确定性。 的 该项目包括三个平行的调查：1。的 相关性和因果关系的形式化使用扩展到 图形理论2.机械化的定性非 基于可靠概率语义的单调推理。 3. 从数据中自动恢复因果结构。