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Estimated-Regression Planning for Interactions with Web Services

机译:与Web服务交互的估计回归规划

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摘要

"Web services" are agents on the web that provide services to other agents. Interacting with a web service is essentially a planning problem, provided the service exposes an interface containing action definitions, which in fact is an elegant representation of how web services actually behave. The question is what sort of planner is best suited for solving the resulting problems, given that dealing with web services involves gathering information and then acting on it. Estimated-regression planners use a backward analysis of the difficulty of a goal to guide a forward search through situation space. They are well suited to the web-services domain because it is easy to relax the assumption of complete knowledge, and to formalize what it is they don't know and could find out by sending the relevant messages. Applying them to this domain requires extending classical notations (e.g., PDDL) in various ways. A preliminary implementation of these ideas has been constructed, and further tests are underway.
机译:“ Web服务”是Web上为其他代理提供服务的代理。与Web服务进行交互本质上是一个计划问题,条件是该服务公开了包含操作定义的接口,而该接口实际上可以很好地表示Web服务的实际行为。问题是,考虑到处理Web服务涉及收集信息然后对其采取行动,哪种规划器最适合解决所产生的问题。估计回归规划人员使用对目标难度的后向分析来指导对情况空间的前向搜索。它们非常适合于Web服务领域,因为可以轻松地放宽对完整知识的假设,并通过发送相关消息将他们不知道和可以发现的知识形式化。将其应用到该域需要以各种方式扩展经典符号(例如,PDDL)。这些构想的初步实现已经构建,并且正在进行进一步的测试。

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