提高教育工作者在智能学习环境中的可信度

Mario Mallia Milanes, M. Montebello
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引用次数: 1

摘要

人工智能工具和技术的部署和使用已被证明是有效和方便的,使它们在任何应用中都非常受欢迎和可取。这种智能服务提供的好处在虚拟学习环境中越来越受欢迎,因为教育工作者和学习者在高等教育课程的学术过程中不断转向这种在线门户网站。然而,许多教育工作者对机器学习技术所做的推断持怀疑态度,机器学习技术隐含在学习环境的背景下监控学习者并收集数据以优化教育过程和学习体验。为了提高这种可信度,我们提出了一个智能学习环境,通过一个可解释的界面来证明其决策和命题的合理性,该界面可以追溯到其结论的合理和可信的理由。在本文中,我们介绍了我们的研究工作以及我们在开发和部署这一突破性概念方面的经验。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
ENHANCING EDUCATORS’ CREDIBILITY IN INTELLIGENT LEARNING ENVIRONMENTS
The deployment and use of Artificially Intelligent tools and techniques has proved to be effective and convenient, rendering them highly popular and desirable within any application. The benefits that such smart services provide are increasingly becoming popular within virtual learning environments as educators and learners continue to revert to such online portals during the academic process of higher education programmes. However, numerous educators have been sceptical of the inferences made by the machine learning techniques that implicitly at the background of the learning environment are monitoring the learner and collecting data to optimize the educational process as well as the learning experience. In an effort to enhance such a credibility we present an intelligent learning environment that justifies its decisions and propositions through an explainable interface that tracks back its conclusions to reasonable and plausible justifications. In this paper we present our research work together with our experiences in developing and deploying such a ground-breaking concept.
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