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Acquiring design knowledge from design cases

机译:从设计案例获取设计知识

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摘要

Single-purpose learning algorithms are often not efficient in acquiring knowledge for expert systems in design. The authors present a method that learns design knowledge from design cases by the extensive generalization of abstract design schemas, which function as both a representation schema storing generalized knowledge and a memory organization facility indexing specific cases and aiding in retrieval. Unlike most current machine learning algorithms, it aims at multiple targets of prediction, feature reminding, case retrieval and new case generation in a single system.
机译:单一目的学习算法通常不有效地获取设计专家系统的知识。作者提出了一种方法,通过抽象设计模式的广泛概括地学习设计案例的设计知识,其作为存储广泛知识的表示模式和存储器组织设施索引特定情况并反对地访问。与大多数当前机器学习算法不同,它旨在在一个系统中提醒,功能提醒,案例检索和新壳体的多个预测目标。

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