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Functional reasoning and functional modelling

机译:功能推理和功能建模

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A car that will not start on a cold winter day and one that will not start on a hot summer day usually indicate two very different situations. When pressed to explain the difference, we would give a winter account-'Oil is more viscous in cold conditions, and that causes . . .'-and a summer story-'Vapor lock is a possibility in hot weather and is usually caused by . . .' How do we build such explanations? One possibility is that understanding how the car works as a device gives us a basis for generating the explanations. But that raises another question: how do people understand devices? Model-based reasoning is a subfield of artificial intelligence focusing on device understanding issues. In any model-based-reasoning approach, the goal is to 'model' a device in the world as a computer program. Unfortunately, 'model' is a loaded term-different listeners understand the word to mean very different concepts. By extrapolation, 'model-based reasoning' can suggest several different approaches, depending on the embedded meaning of model.'.
机译:在寒冷的冬天不会启动的汽车和在炎热的夏天不会启动的汽车通常表示两种截然不同的情况。当被迫解释这种差异时,我们会给出一个冬天的解释-'在寒冷的条件下,油的粘度更高,这就是原因。 。 。-和一个夏天的故事-'在炎热的天气中可能会发生蒸气锁定,通常是由引起的。 。 。”我们如何建立这样的解释?一种可能是,了解汽车作为设备的工作方式将为我们提供产生解释的基础。但这又提出了一个问题:人们如何理解设备?基于模型的推理是人工智能的一个子领域,专注于设备理解问题。在任何基于模型的推理方法中,目标都是将世界上的设备“建模”为计算机程序。不幸的是,“模型”是一个负载很大的词,不同的听众理解这个词意味着非常不同的概念。通过推断,“基于模型的推理”可以建议几种不同的方法,具体取决于模型的内在含义。

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