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arXiv 1404.0640cs.AI
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概念人工智能:设计理论的见解

Conceptive Artificial Intelligence: Insights from design theory

Akin Osman Kazakci

摘要:

目前的论文提供了一个视角,我们称之为概念智能-代理人不断思考新的对象定义(任务,问题,物理系统等)的能力。并寻找实现它们的方法。这个框架被称为布劳威尔机,它的灵感来自于以前在设计理论和建模方面的研究,其根源在于直觉主义的建构主义数学。我们所描述的双重建构主义视角提供了在对象类型和构造对象的方法方面创造新颖性的可能性。更一般地说,布劳威尔机器所基于的理论工作被称为想象建构主义。基于框架和理论,我们讨论了人工智能研究中无所不在的许多范式和技术,以及它们在设计建模方面的优缺点,如想象建构主义所描述的。为了证明和解释的创造性的过程中所表达的布劳威尔机的概念的类型,我们比较这个概念与系统使用遗传算法的科学规律发现。

英文摘要:

The current paper offers a perspective on what we term conceptive intelligence - the capacity of an agent to continuously think of new object definitions (tasks, problems, physical systems, etc.) and to look for methods to realize them. The framework, called a Brouwer machine, is inspired by previous research in design theory and modeling, with its roots in the constructivist mathematics of intuitionism. The dual constructivist perspective we describe offers the possibility to create novelty both in terms of the types of objects and the methods for constructing objects. More generally, the theoretical work on which Brouwer machines are based is called imaginative constructivism. Based on the framework and the theory, we discuss many paradigms and techniques omnipresent in AI research and their merits and shortcomings for modeling aspects of design, as described by imaginative constructivism. To demonstrate and explain the type of creative process expressed by the notion of a Brouwer machine, we compare this concept with a system using genetic algorithms for scientific law discovery.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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