HyperMOOC: Augmenting MOOC Videos with Concept-based Embedded Visualizations

Fuente: arXiv
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Autori principali: Ye, Li, Wang, Lei, Cai, Lihong, Yu, Ruiqi, Wang, Yong, Wang, Yigang, Chen, Wei, Zhou, Zhiguang
Natura: Preprint
Pubblicazione: 2025
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author Ye, Li
Wang, Lei
Cai, Lihong
Yu, Ruiqi
Wang, Yong
Wang, Yigang
Chen, Wei
Zhou, Zhiguang
author_facet Ye, Li
Wang, Lei
Cai, Lihong
Yu, Ruiqi
Wang, Yong
Wang, Yigang
Chen, Wei
Zhou, Zhiguang
contents Massive Open Online Courses (MOOCs) have become increasingly popular worldwide. However, learners primarily rely on watching videos, easily losing knowledge context and reducing learning effectiveness. We propose HyperMOOC, a novel approach augmenting MOOC videos with concept-based embedded visualizations to help learners maintain knowledge context. Informed by expert interviews and literature review, HyperMOOC employs multi-glyph designs for different knowledge types and multi-stage interactions for deeper understanding. Using a timeline-based radial visualization, learners can grasp cognitive paths of concepts and navigate courses through hyperlink-based interactions. We evaluated HyperMOOC through a user study with 36 MOOC learners and interviews with two instructors. Results demonstrate that HyperMOOC enhances learners' learning effect and efficiency on MOOCs, with participants showing higher satisfaction and improved course understanding compared to traditional video-based learning approaches.
format Preprint
id arxiv_https___arxiv_org_abs_2509_08404
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle HyperMOOC: Augmenting MOOC Videos with Concept-based Embedded Visualizations
Ye, Li
Wang, Lei
Cai, Lihong
Yu, Ruiqi
Wang, Yong
Wang, Yigang
Chen, Wei
Zhou, Zhiguang
Human-Computer Interaction
Massive Open Online Courses (MOOCs) have become increasingly popular worldwide. However, learners primarily rely on watching videos, easily losing knowledge context and reducing learning effectiveness. We propose HyperMOOC, a novel approach augmenting MOOC videos with concept-based embedded visualizations to help learners maintain knowledge context. Informed by expert interviews and literature review, HyperMOOC employs multi-glyph designs for different knowledge types and multi-stage interactions for deeper understanding. Using a timeline-based radial visualization, learners can grasp cognitive paths of concepts and navigate courses through hyperlink-based interactions. We evaluated HyperMOOC through a user study with 36 MOOC learners and interviews with two instructors. Results demonstrate that HyperMOOC enhances learners' learning effect and efficiency on MOOCs, with participants showing higher satisfaction and improved course understanding compared to traditional video-based learning approaches.
title HyperMOOC: Augmenting MOOC Videos with Concept-based Embedded Visualizations
topic Human-Computer Interaction
url https://arxiv.org/abs/2509.08404