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Simulation based knowledge elicitation : effect of visual representation and model parameters

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Robinson, Stewart, Lee, Ernie P.K. and Edwards, John S. (2012) Simulation based knowledge elicitation : effect of visual representation and model parameters. Expert Systems with Applications, Vol.39 (No.9). pp. 8479-8489. doi:10.1016/j.eswa.2012.01.170

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Official URL: http://dx.doi.org/10.1016/j.eswa.2012.01.170

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Abstract

Since much knowledge is tacit, eliciting knowledge is a common bottleneck during the development of knowledge-based systems. Visual interactive simulation (VIS) has been proposed as a means for eliciting experts’ decision-making by getting them to interact with a visual simulation of the real system in which they work. In order to explore the effectiveness and efficiency of VIS based knowledge elicitation, an experiment has been carried out with decision-makers in a Ford Motor Company engine assembly plant. The model properties under investigation were the level of visual representation (2-dimensional, 2½-dimensional and 3-dimensional) and the model parameter settings (unadjusted and adjusted to represent more uncommon and extreme situations). The conclusion from the experiment is that using a 2-dimensional representation with adjusted parameter settings provides the better simulation-based means for eliciting knowledge, at least for the case modelled.

Item Type: Journal Article
Divisions: Faculty of Social Sciences > Warwick Business School > Operational Research & Management Sciences
Faculty of Social Sciences > Warwick Business School
Journal or Publication Title: Expert Systems with Applications
Publisher: Pergamon-Elsevier Science Ltd.
ISSN: 0957-4174
Official Date: 2012
Dates:
DateEvent
2012Published
Volume: Vol.39
Number: No.9
Page Range: pp. 8479-8489
DOI: 10.1016/j.eswa.2012.01.170
Status: Peer Reviewed
Publication Status: Published

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