认知架构:编程心理学的前进之路

Michael E. Hansen, A. Lumsdaine, Robert L. Goldstone
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引用次数: 22

摘要

编程语言和库的设计者经常争论特定设计选择的可用性。这些选择可能会影响许多开发人员,但很少有科学证据支持这些选择。程序理解的认知模型已经存在了30多年,但缺乏对其内部组件的定量(可操作)验证限制了它们在可用性研究中的效用。为了减轻量化这些现有模型的负担,我们建议使用ACT-R认知架构-心理模型的模拟框架。在本文中,我们回顾了认知建模在程序设计心理学中的历史。我们提供了ACT-R认知架构的概述,并展示了如何使用它来填补现有但不完整的定量模型(认知复杂性度量)的空白。最后,我们讨论了在认知架构之上构建一个全面的认知模型的潜在好处和挑战。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cognitive architectures: a way forward for the psychology of programming
Programming language and library designers often debate the usability of particular design choices. These choices may impact many developers, yet scientific evidence for them is rarely provided. Cognitive models of program comprehension have existed for over thirty years, but the lack of quantitative (operational) validations for their internal components limits their utility for usability studies. To ease the burden of quantifying these existing models, we recommend using the ACT-R cognitive architecture - a simulation framework for psychological models. In this paper, we review the history of cognitive modeling in the psychology of programming. We provide an overview of the ACT-R cognitive architecture, and show how it could be used to fill in the gaps of an existing, yet incomplete, quantitative model (the Cognitive Complexity Metric). Lastly, we discuss the potential benefits and challenges associated with building a comprehensive cognitive model on top of a cognitive architecture.
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