Enhancing Learning Personalization in Educational Environments through Ontology-Based Knowledge Representation

IF 2.6 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Computers Pub Date : 2023-10-04 DOI:10.3390/computers12100199
William Villegas-Ch, Joselin García-Ortiz
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Abstract

In the digital age, the personalization of learning has become a critical priority in education. This article delves into the cutting-edge of educational innovation by exploring the essential role of ontology-based knowledge representation in transforming the educational experience. This research stands out for its significant and distinctive contribution to improving the personalization of learning. For this, concrete examples of use cases are presented in various academic fields, from formal education to corporate training and online learning. It is identified how ontologies capture and organize knowledge semantically, allowing the intelligent adaptation of content, the inference of activity and resource recommendations, and the creation of highly personalized learning paths. In this context, the novelty lies in the innovative approach to designing educational ontologies, which exhaustively considers different use cases and academic scenarios. Additionally, we delve deeper into the design decisions that support the effectiveness and usefulness of these ontologies for effective learning personalization. Through practical examples, it is illustrated how the implementation of ontologies transforms education, offering richer educational experiences adapted to students’ individual needs. This research represents a valuable contribution to personalized education and knowledge management in contemporary educational environments. The novelty of this work lies in its ability to redefine and improve the personalization of learning in a constantly evolving digital world.
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通过基于本体的知识表示增强教育环境中的学习个性化
在数字时代,个性化学习已成为教育的关键优先事项。本文通过探讨基于本体论的知识表示在教育体验转化中的重要作用,深入探讨教育创新的前沿。本研究对提高学习的个性化做出了重要而独特的贡献。为此,从正规教育到企业培训和在线学习,用例的具体示例在不同的学术领域中呈现出来。它确定了本体如何从语义上捕获和组织知识,允许对内容进行智能适应,对活动和资源推荐进行推理,以及创建高度个性化的学习路径。在这种情况下,新颖性在于设计教育本体的创新方法,它详尽地考虑了不同的用例和学术场景。此外,我们还深入研究了支持这些本体的有效性和有用性的设计决策,以实现有效的学习个性化。通过实例说明本体论的实施如何改变教育,提供更丰富的适应学生个性化需求的教育体验。本研究为当代教育环境下的个性化教育和知识管理做出了宝贵贡献。这项工作的新颖之处在于它能够在不断发展的数字世界中重新定义和改进个性化学习。
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来源期刊
Computers
Computers COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS-
CiteScore
5.40
自引率
3.60%
发文量
153
审稿时长
11 weeks
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