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Formal Methods in Human-Computer Interaction and Adaptive Instructional Systems

机译:人机交互和自适应教学系统中的正式方法

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Building reliable interactive systems has been identified as an important and difficult task from the late '60s. One approach to augment the reliability of interactive systems is to use formal models during system development. Formal methods have received attention for the design and analysis of human-computer interaction (HCI) for thirty years. The field of adaptive instructional systems (AIS) in general, and intelligent tutoring systems in particulars, have been mostly relying on empirical methods for training systems validation (the system supports learning), rather than formal methods for verification (the system meets its specifications). Empirical methods focus on the validity of pedagogical interventions at the individual task and problem sequence levels, using learning analytic methods such as Bayesian knowledge tracing, additive factors models, or machine learning models of human performance. The purpose of the paper is to explore some parallel and the applicability of HCI formal models to AIS. The paper: a) presents key concepts related to HCI formal models using semi-formal representations (workflow graphs), b) gives examples of formal properties to be verified, c) discuss briefly formal notations, and d) defines adaptive human-computer interaction. The last section of the paper discuss the similarity between HCI formal models and AIS standard modules, and identifies some area of applicability of HCI formal models to AIS design, recognizing the central value of AIS empirical methods at the foundation of AIS iterative design.
机译:建立可靠的互动系统已被确定为60年代后期的重要和艰巨的任务。增强交互式系统可靠性的一种方法是在系统开发期间使用正式模型。正式方法已接受了对30年的人机互动(HCI)的设计和分析的关注。特别是智力辅导系统(特别是智能辅导系统)的领域主要依赖于培训系统验证的实证方法(系统支持学习),而不是正式验证方法(系统符合其规格) 。实证方法专注于个人任务和问题序列级别的教学干预的有效性,采用学习分析方法,如贝叶斯知识追踪,附加因素模型,或人类性能的机器学习模型。本文的目的是探讨HCI正式模型对AIS的一些平行和适用性。本文:a)呈现与HCI正式模型的关键概念使用半正式表示(工作流程图),b)提供要验证的正式属性的示例,c)简要讨论正式的符号,而d)定义适应性人机互动。本文的最后一部分讨论了HCI正式模型和AIS标准模块之间的相似性,并识别了HCI正式模型对AIS设计的一些适用性,识别AIS迭代设计基础的AIS实证方法的中心价值。

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