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A Reusable and Executable Information Model of Experiments on Human Decision Making in Systems Engineering and Design

机译:系统工程设计中的人工决策实验的可重复使用和可执行信息模型

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Understanding decision making in design is becoming increasingly important within systems engineering and design research. While controlled experiments are used for testing hypotheses and are playing a significant role in developing theories, there is a lack of support for capturing and reusing knowledge associated with experimental design. The goal of this paper is to model the information required for designing and executing experiments, thereby enabling the reuse of past experimental designs. Using declarative formulations of four aspects of an experiment, namely, problem, process, participants and incentives, we extract the generic elements and standardize the structure of information as a Decision Experiment Design Support (DEDS) template, based on which an ontology is developed. The information necessary to execute an experiment is archived as DEDS templates and represented by a frame-based ontology that can be reused from one experiment to another. The approach is illustrated using two example experiments for studying the decision strategies of information acquisition, and the impact of domain knowledge on decisions. This paper offers a fundamental step towards reducing the barriers in designing and executing behavioral experiments for design and systems engineering research.
机译:理解设计中的决策在系统工程和设计研究中变得越来越重要。虽然受控实验用于测试假设并在开发理论中发挥重要作用,但缺乏对与实验设计相关的知识的捕获和重用知识的支持。本文的目标是为设计和执行实验所需的信息进行建模,从而能够重用过去的实验设计。使用实验的四个方面的声明性制剂,即问题,过程,参与者和激励,我们提取了通用元素并将信息的结构标准化为决策实验设计支持(DEDS)模板,基于其中开发的本体模板。执行实验所需的信息被存档为DED模板,并由基于帧的本体表示,可以从一个实验中重复使用。使用两个示例实验来说明方法,用于研究信息获取的决策策略,以及域名知识对决策的影响。本文为减少设计和执行设计和系统工程研究的行为实验而降低了障碍的基本步骤。

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