The Turing Machine is the paradigmatic case of computing machines, but there are others such as Artificial Neural Networks, quantum computing, holography, and diverse forms of analogical computing, each based on a particular intuition of the phenomenon of computing. This variety can be captured in terms of system levels, re-interpreting and generalizing Newell's hierarchy, which includes the knowledge level at the top and the symbol level immediately below it. In this re-interpretation the knowledge level consists of human knowledge and the symbol level is generalized into a new level that here is called The Mode of Computing. Natural computing performed by brains of humans and non-human animals with a developed enough neural system should be understood in terms of a hierarchy of system levels too. By analogy from standard computing machinery there must be a system level above the neural circuitry and directly below the knowledge level that is named here The mode of Natural Computing. A central question for Cognition is the characterization of this mode. The Mode of Computing provides a novel perspective on the phenomena of computing, interpreting, the representational and non-representational views of cognition, and consciousness.
翻译:图灵机是计算机器的典型案例,但还有其他一些,如人工神经网络、量子计算、全息学和不同形式的模拟计算,每种模拟计算都基于计算现象的特别直觉。这种多样性可以从系统水平、重新解释和普及Newell的等级中捕捉到,包括顶部的知识水平和紧接下方的符号水平。在这种重新解释中,知识水平由人类知识构成,符号水平被普遍化为一个新的水平,这里称为“计算机模式”。由人类和非人类动物的大脑和足够发达的神经系统进行的自然计算,也应该从系统层次的等级来理解。从标准计算机机器的类推,必须有一个系统水平高于神经电路,并直接低于此处所命名的知识水平。自然计算模式。一个核心问题是该模式的定性。计算模式为计算、解释、代表性和非代表性的认知和意识提供了一种新视角。