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(Back) Twoards Diagramatic Representation and Reasoning in a Connectionist Framework

机译:(返回)在连接主义框架中朝着图形表示和推理

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The author had previously developed a framework called Conposit for implementing symbolic representation and reasoning in a connectionist framework. Early theoretical work towards the system placed strong emphasis on handling spatial-imagistic and diagrammatic forms of representation as well as abstract symbolic forms. In the present context the word "diagrammatic" conveys, roughly speaking, both the mixing together of (schematic) spatial-imagistic representational forms and abstract symbolic forms, and the metaphrical use of space and the physical entities bo couch abstract information. However, the imagistic/diagrammatic motivation was not adhered to in the framework that was actualy developed over time-and which therfore concentrated entirely on abstract symbolic representation-except that the representational primitives in the final framework oew much, implicitly, to the original spatial/diagrammatic orientation. The present talk, abstracted here, is an initial, speculative step towards resuscitation of the original spatial/diagrammatic aims. Such a step is timely because of a surge of interest in diagrammatic representation and reasoning in recent years. Suggestions are made about what it means for internal representations (including connectionist ones) to be diagrammatic, and about modifications to the Conposit framework that would be needed to take it (back) towards imagistic/diagrammatic representation and reasoning.
机译:作者以前开发了一个称为COSEPosit的框架,用于在连接主义框架中实现符号表示和推理。对系统的早期理论努力使得强调处理空间 - 成像和图解形式的代表和抽象象征形式。在本文中,单词“示意图”传送,粗略地说,(原理图)空间 - 成像代表形式和抽象符号形式的混合,以及空间的隐喻和物理实体博克疏浚信息。然而,在框架中没有遵守成像/图解的动机,该框架是随着时间的推移而显影的框架 - 因此完全集中在抽象的象征性上 - 除了最终框架中的代表性原语,隐含地,暗中地,暗中地,到原始的空间/图解方向。在这里抽象的目前的谈话是迈向重新刺架原始空间/示意图的初始投机步骤。这样的步骤是及时的,因为近年来迄今为止兴趣激增。关于内部陈述(包括连接主义者)的意义是关于图解的意义的建议,以及关于将其(返回)朝向成像/图解表示和推理所需的复制框架的修改。

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