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Measuring without measures the DELTA -calculus

机译:不进行测量的DELTA-微积分

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摘要

In recent years qualitative reasoning approaches have become increasingly popular and are preferred over quantitative numeric approaches for applications in the field of AI. This is due to several factors. The most striking argument in the field of temporal and spatial reasoning is that humans are not able to give precise numeric estimates of their environment, e.g., if asked to estimate temporal duration or object size. Nevertheless we are capable of dealing with our surrounding world in a very efficient manner and are able to produce qualitative descriptions of it. In the field of point like measures, such as object dimensions or the duration of intervals, only a few new qualitative approaches have been developed, such as, Order of Magnitude for technical domains, and thus researchers tend to stick with numeric approaches. In this paper we present a new approach based on cognitive considerations of how humans perceive spatial dimensions and how they reason with this spatial knowledge. We then describe how reasoning is performed within the new calculus and how it can be adopted for representing not only one-dimensional measures, but also areas, volumes and proportions.
机译:近年来,定性推理方法已变得越来越流行,并且在AI领域的应用中优于定量数值方法。这是由于几个因素。在时间和空间推理领域中最引人注目的论点是,例如,如果要求人们估计时间持续时间或物体大小,则人类无法给出其环境的精确数字估计。然而,我们有能力以非常有效的方式与周围的世界打交道,并能够对其进行定性描述。在诸如对象尺寸或间隔持续时间之类的点测量领域中,仅开发了一些新的定性方法,例如技术领域的数量级,因此研究人员倾向于使用数值方法。在本文中,我们基于对人类如何感知空间维度以及他们如何利用这种空间知识进行推理的认知考虑,提出了一种新方法。然后,我们描述了如何在新演算中执行推理,以及如何将其用于不仅表示一维度量,而且还用于表示面积,数量和比例。

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