Probalistic Networks for Automated Reasoning

用于自动推理的概率网络

• 批准号: 0097082
• 负责人: Judea Pearl
• 金额: $ 38.87万
• 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: 2001
• 资助国家: 美国
• 起止时间: 2001-06-01 至 2005-05-31
• 项目状态: 已结题
• 来源: https://www.nsf.gov/awardsearch/showAward?AWD_ID=0097082&HistoricalAwards=false
• 关键词: Probalistic; Networks; Automated; Reasoning

This is the first year funding of a three year continuing award. In this project, the PI will build upon his prior NSF-funded work to develop computer systems capable of operating autonomously in dynamic and uncertain environments. Specifically, the research will focus on three major themes: Qualitative planning under uncertainty using causal and counterfactual relationships; Automatic generation of natural language explanations of actions, recommendations, and unexpected eventualities; Learning causal structures from spontaneous changes, to facilitate predictions and decisions in data-intensive applications.

这是三年持续奖的第一年资助。在这个项目中，PI将在他之前由NSF资助的工作的基础上开发能够在动态和不确定的环境中自主运行的计算机系统。具体地说，研究将集中在三个主要主题上：使用因果关系和反事实关系在不确定情况下进行定性规划；自动生成对行动、建议和意外事件的自然语言解释；从自发变化中学习因果结构，以促进数据密集型应用中的预测和决策。