DCLA: Towards Distributed Cooperative Learning Analytics for Developing Communities

Shin’ichi Konomi, Lulu Gao, Doreen Mushi, Baofeng Ren

研究成果: 書籍/レポート タイプへの寄稿会議への寄与

抄録

The rapid advancement of smart technologies is arguably widening the digital divide, making the lives of people without easy access to the Internet increasingly challenging. This digital divide can exacerbate the educational gap between communities with and without reliable digital infrastructures, as learning increasingly relies on smart digital technologies such as learning management systems, learning analytics and artificial intelligence tools. In this paper, we discuss a distributed cooperative learning analytics approach for developing communities without reliable Internet access based on our look into the cases of Tanzania. To enable management of digital learning contents, learning analytics, and interaction with AI agents based on slowly transmitted and shared learning data, we propose Distributed Cooperative Learning Environments for Development (DCL4D), which provides mechanisms for supporting teachers and learners in distributed environments by extending and integrating Delay-Tolerant Networking, Semi-supervised Federated Learning, and Progressive Visual Analytics techniques. This is a first step towards the provision of distributed cooperative learning analytics for developing communities and helps to identify key challenges to pave the way for smart learning support systems accessible to all.

本文言語英語
ホスト出版物のタイトルHCI International 2024 – Late Breaking Papers - 26th International Conference on Human-Computer Interaction, HCII 2024, Proceedings
編集者Panayiotis Zaphiris, Andri Ioannou, Andri Ioannou, Robert A. Sottilare, Jessica Schwarz, Matthias Rauterberg
出版社Springer Science and Business Media Deutschland GmbH
ページ94-106
ページ数13
ISBN(印刷版)9783031768149
DOI
出版ステータス出版済み - 2025
イベント26th International Conference on Human-Computer Interaction, HCII 2024 - Washington, 米国
継続期間: 6月 29 20247月 4 2024

出版物シリーズ

名前Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
15378 LNCS
ISSN(印刷版)0302-9743
ISSN(電子版)1611-3349

会議

会議26th International Conference on Human-Computer Interaction, HCII 2024
国/地域米国
CityWashington
Period6/29/247/4/24

!!!All Science Journal Classification (ASJC) codes

  • 理論的コンピュータサイエンス
  • コンピュータサイエンス一般

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