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An Operational Semantics for the Cognitive Architecture ACT-R and its Translation to Constraint Handling Rules

机译:认知架构aCT-R的操作语义及其应用   转换为约束处理规则

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摘要

Computational psychology has the aim to explain human cognition bycomputational models of cognitive processes. The cognitive architecture ACT-Ris popular to develop such models. Although ACT-R has a well-definedpsychological theory and has been used to explain many cognitive processes,there are two problems that make it hard to reason formally about its cognitivemodels: First, ACT-R lacks a formalization of its underlying production rulesystem and secondly, there are many different implementations and extensions ofACT-R with technical artifacts complicating formal reasoning even more. This paper describes a formal operational semantics - the very abstractsemantics - that abstracts from as many technical details as possible keepingit open to extensions and different implementations of the ACT-R theory. In asecond step, this semantics is refined to define some of its abstract featuresthat are found in many implementations of ACT-R - the abstract semantics. Itconcentrates on the procedural core of ACT-R and is suitable for analysis ofthe transition system since it still abstracts from details like timing, thesub-symbolic layer or conflict resolution. Furthermore, a translation of ACT-R models to the programming languageConstraint Handling Rules (CHR) is defined. This makes the abstract semanticsan executable specification of ACT-R. CHR has been used successfully to embedother rule-based formalisms like graph transformation systems or functionalprogramming. There are many results and tools that support formal reasoningabout and analysis of CHR programs. The translation of ACT-R models to CHR isproven sound and complete w.r.t. the abstract operational semantics of ACT-R.This paves the way to analysis of ACT-R models through CHR. Therefore, to thebest of our knowledge, our abstract semantics is the first formulation of ACT-Rsuitable for both analysis and execution.
机译:计算心理学的目的是通过认知过程的计算模型来解释人类的认知。认知体系ACT-Ris流行用于开发此类模型。尽管ACT-R具有明确的心理学理论并已被用来解释许多认知过程,但仍有两个问题使人们难以对其认知模型进行正式推理:首先,ACT-R缺乏形式化的基本生产规则系统;其次,ACT-R有许多不同的实现和扩展,而技术工件使形式化推理更加复杂。本文描述了一种形式化的操作语义学-非常抽象的语义学-从尽可能多的技术细节中进行抽象,使之对ACT-R理论的扩展和不同实现保持开放。在第二步中,对该语义进行完善以定义其一些抽象功能,这些功能在ACT-R的许多实现中都可以找到-抽象语义。它集中在ACT-R的过程核心上,适合于分析过渡系统,因为它仍然从诸如计时,子符号层或冲突解决之类的细节中抽象出来。此外,定义了将ACT-R模型转换为编程语言约束处理规则(CHR)。这使ACT-R成为抽象的语义可执行文件。 CHR已成功用于嵌入其他基于规则的形式主义,例如图形转换系统或功能编程。有许多结果和工具支持CHR程序的正式推理和分析。 ACT-R模型向CHR的转换证明了声音的完整性和完整性ACT-R的抽象操作语义。这为通过CHR分析ACT-R模型铺平了道路。因此,据我们所知,我们的抽象语义是适用于分析和执行的ACT-R的第一个表述。

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