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Conversational Process-Oriented Case-Based Reasoning

机译:面向会话过程的案例推理

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Current approaches for retrieval and adaptation in process-oriented case-based reasoning (POCBR) assume a fully elaborated query given by the user. However, users may only have a vague idea of the workflow they desire or they lack the required domain knowledge. Conversational case-based reasoning (CCBR) particularly addresses this problem by proposing methods which incrementally elicit the relevant features of the target problem in an interactive dialog. However,-.no CCBR approaches exist that are capable of automatically creating;.questions from the case descriptions that go beyond attribute-value representations. In particular, no approaches exist that are applicable to workflow cases in graph representation. This paper closes this gap and presents a conversational POCBR approach (C-POCBR) in which questions related to structural properties of the workflow cases are generated automatically. An evaluation in the domain of cooking workflows reveals that C-POCBR can reduce the communication effort for users during retrieval.
机译:当前的面向过程的基于案例的推理(POCBR)中的检索和适应方法采用了用户给出的详细说明的查询。但是,用户可能只对他们想要的工作流程有一个模糊的想法,或者他们缺少所需的领域知识。基于对话的案例推理(CCBR)通过提出在交互式对话中逐步引起目标问题的相关特征的方法,特别解决了该问题。但是,不存在能够自动创建来自案例描述的,超出属性值表示形式的问题的CCBR方法。特别是,不存在适用于图形表示中的工作流案例的方法。本文弥补了这一空白,并提出了一种对话式POCBR方法(C-POCBR),其中可自动生成与工作流案例的结构属性有关的问题。对烹饪工作流程领域的评估表明,C-POCBR可以减少检索过程中用户的交流工作量。

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